Laura Y Pfund1, Adam J Matzger. 1. Department of Chemistry and the Macromolecular Science and Engineering Program, University of Michigan , Ann Arbor, Michigan 48109, United States.
Abstract
Methods capable of exhaustively screening for crystal polymorphism remain an elusive goal in solid-state chemistry. Particularly promising among the new generation of approaches is polymer-induced heteronucleation (PIHn), a tool utilizing hundreds of unique polymers for granting kinetic access to polymorphs. Here PIHn is redeployed in a high density format in which 288 distinct polymers, each acting as a heteronucleant, are arrayed on one substrate. This format allows determining the outcome of thousands of crystallizations in an automated fashion with only a few milligrams of sample. This technology enables the study of a broader range of targets, including preclinical candidates, facilitating determination of polymorphism propensity much earlier in the drug development process. Here the efficacy of this approach is demonstrated using four pharmaceutically relevant compounds: acetaminophen, tolfenamic acid, ROY, and curcumin.
Methods capable of exhaustively screening for crystal polymorphism remain an elusive goal in solid-state chemistry. Particularly promising among the new generation of approaches is polymer-induced heteronucleation (PIHn), a tool utilizing hundreds of unique polymers for granting kinetic access to polymorphs. Here PIHn is redeployed in a high density format in which 288 distinct polymers, each acting as a heteronucleant, are arrayed on one substrate. This format allows determining the outcome of thousands of crystallizations in an automated fashion with only a few milligrams of sample. This technology enables the study of a broader range of targets, including preclinical candidates, facilitating determination of polymorphism propensity much earlier in the drug development process. Here the efficacy of this approach is demonstrated using four pharmaceutically relevant compounds: acetaminophen, tolfenamic acid, ROY, and curcumin.
The recognition
that pharmaceuticals
often exist in multiple crystalline forms solely differing in the
arrangement of molecules, crystalline polymorphs,[1] has led to an increase in activity directed towards efficiently
screening for solid form diversity. The ideal technique should facilitate
formation and identification of all possible polymorphs of a molecule
while utilizing minimal amounts of the target compound and automated
form identification. This goal remains elusive in part because the
nucleation of a specified polymorph is influenced by a wide array
of factors, making polymorph discovery an often time-consuming, Edisonian
process. A traditional screen typically involves changes in variables,
such as solvent, temperature, and degree of supersaturation. These
variables have empirically been shown to influence the polymorphic
form obtained from a crystallization trial, albeit through a mechanism
that is obscure. More sophisticated approaches involving heterogeneous
nucleation, where a foreign surface is present that can interact with
the crystallizing material in solution[2] are emerging. For example, self-assembled monolayers (SAMs),[3−6] crystalline heteronucleants,[7,8] and amorphous polymers[9−13] have all been employed with varying degrees of success. In particular,
polymer-induced heteronucleation (PIHn) has proven to be a powerful
discovery method utilizing hundreds of unique amorphous polymers as
crystallization directors for obtaining novel solid forms.[14−16] The polymer selectively promotes the growth of one form above others
through a kinetic mechanism involving selective stabilization at the
stage of nucleation.[17,18] It has been established that
functional group interactions at the polymer-crystal interface are
responsible for directing and controlling the nucleation of different
crystal phases on specific polymer heteronucleants.[17,18] Recently nonamorphism in the anti-inflammatory compound flufenamic
acid was demonstrated using PIHn, setting a new record for the organic
compound with the most structurally characterized polymorphs.[19]Although PIHn has been extremely successful
in both form selection
and in obtaining novel polymorphs, there are still several challenges
that must be overcome to improve screening efficiency and accuracy.
Raman spectroscopy, an analytical technique used to study the vibrational
modes in a material, is often employed to distinguish among polymorphs
because of its short analysis times, minimal sample preparation requirements,
and high sensitivity. However, the relatively large amount of polymer
heteronucleant present often leads to problematic levels of background
Raman scattering; this can obscure the Raman spectrum of the compound
of interest and hamper automated analysis. Furthermore, PIHn relies
on relatively large amounts of sample, limiting polymorph screening
to compounds that are readily available.Previous work on high-throughput
platforms focused on the creation
of polymer microarrays by a piezo jet-printer.[20] This system employed hundreds of soluble commercial polymers
and a few synthesized cross-linked and linear copolymers as polymer
heteronucleants and demonstrated some success in form selection.[20] Here PIHn is adapted into a high density format
in which hundreds of distinct amorphous, insoluble cross-linked terpolymers
are arrayed on a single substrate by using simple pin tools, making
automated, high throughput screening possible. The cross-linked terpolymers
used in this study are readily generated from simple feedstocks of
monomer solutions which are combined in various ratios, allowing for
diversity and flexibility in the composition of the cross-linked terpolymers
that are utilized as the heteronucleants in this high density platform.
This new format is distinct from traditional PIHn in that the amount
of polymer, the platform on which the crystallizations occur, the
volume of solvent used for crystallization, and the total amount of
material used for the crystallization have been dramatically decreased.
The reduction in scale is advantageous for a number of reasons. The
reduction in polymer thickness yields Raman spectra of compounds with
minimal spectral interference from the polymer heteronucleant, enabling
completely automated analysis. The amount of material needed has been
considerably reduced (to ∼1 mg) as compared to the amounts
previously needed for polymorph discovery with PIHn (∼300 mg).
Hence, screening newly synthesized compounds for which typically only
small quantities are available becomes feasible. Here the efficacy
of this new, high density format using the compounds acetaminophen,[14] tolfenamic acid,[16] ROY,[21] and curcumin[22] is demonstrated. Furthermore, the consequence of this reduction
in scale on polymorph selection efficacy, as compared with PIHn deployed
in a traditional format, is explored.Most high throughput crystallizations
are currently conducted using
96, 384, or 1536 well microtiter plates due to their high densities
and compatibility with liquid handling robotics. However, using these
plates for polymorph screening can be problematic for several reasons.
In situ Raman analysis is challenging due to the high aspect ratio
and narrow width of the wells in these microtiter plates. When laser
light from the Raman spectrometer is focused on a crystal at the bottom
of a well, it is hindered from reaching the sample because of the
refraction of light at the top of the well arising from its narrow
diameter. This also results in an increase in the focal volume of
the laser.[23] Even for the portion of the
laser light reaching the sample, the light does not scatter directly
upward but rather will scatter off of the opaque walls of the plate,
limiting the amount of light that reaches the detector. These issues
effectively reduce sample throughput by increasing the time needed
to collect individual spectra. To quantitatively understand these
effects, an experiment was performed with a Delrin aperture (hole
diameter of 3.30 mm with a 6.0 mm height) placed above a crystal of
the nutraceutical piperine, monitoring the signal intensity as the
number of Delrin pieces was increased. When one Delrin aperture was
used the signal was diminished by 41%; when two were used (effectively
mimicking the depth in a standard 384 microtiter plate) the signal
was diminished by 72% as compared to having the same crystal on a
planar substrate. This experiment demonstrates how the signal in Raman
spectroscopy is affected by the depth and narrowness of a well (see Supporting Information). Direct interrogation
of crystals within a microtiter plate by X-rays is not possible because
of the geometric requirements for diffraction. The geometry of the
microtiter plates also makes it very difficult to manually manipulate
crystals for ex situ analysis. After examining all of these disadvantages,
it is apparent that microtiter plates are not optimal for conducting
efficient polymorph screening.To overcome the limitations of
current approaches to high throughput
polymorph screening, a platform which takes advantage of the benefits
of a high density microtiter plate but limits the drawbacks currently
associated with them was devised. A CO2 laser was utilized
to create an array of 288 depressions approximately 300 μm deep
on a standard quartz microscope slide (75 mm × 25 mm × 1
mm). This geometry eliminates any constraints to in situ analysis
and crystal harvesting (Figure 1) (see Supporting Information). This precisely defined
array possesses the spacing of a 1536 well plate (2.25 mm from the
center of one depression to another) maintaining compatibility with
liquid handling robots. For demonstration purposes the three distinct
polymer libraries commonly employed in PIHn studies were chosen; these
are characterized by the functionalities of their constituent monomers:
acidic, nonpolar aromatic, and polar nitrogen.[14] For each of these libraries, there are 96 cross-linked
polymers, for a total of 288 unique cross-linked polymers. Therefore,
the three libraries can be deposited on a single quartz slide with
a unique polymer in each depression. This manipulation was accomplished
by taking advantage of the geometry of a 1536 well plate relative
to a 384 well plate. On a 384 microtiter plate the spacing from the
center of one well to another is 4.5 mm (exactly double the spacing
in a 1536 well plate). With this in mind, a custom pin tool[24] was fabricated composed of five Delrin combs
held together in a poly(methyl methacrylate) lattice (Figure 2). This pin tool enables rapid contact-printing
of up to 80 distinct monomer solutions simultaneously from a 384 well
plate containing the monomer solutions onto the individual depressions
on the laser-etched quartz slide. The number of monomer solutions
printed onto the quartz slide can be easily changed by removing a
comb from the lattice; depending on the number of combs present, 16–80
distinct monomer solutions can be dispensed at one time. Immediately
after each print from the 384 well plate onto the quartz slide, the
monomer solutions were photopolymerized, yielding thin polymer films
in each depression. Four applications of the printing tool were required
to print all 288 distinct monomer solutions (see Supporting Information) and after polymerization was completed,
the μPIHn plate was applied to crystallization studies. An additional
comb was then used to dispense the crystallization solution of the
molecule to be investigated onto the μPIHn plate. This contact
printing leads to very low volume transfer (∼0.3 μL per
well) and therefore small sample requirements. The extremely thin
polymer films allow for analysis of polymorphs directly on the plate
without significant signal interference from the polymer heteronucleant,
thus enabling automated Raman microscopy mapping. The efficacy of
this platform was demonstrated with four model polymorphic compounds:
acetaminophen (ACM), tolfenamic acid (TA), ROY, and curcumin.
Figure 1
Schematic of
quartz slide with an array of depressions (1 mm wide)
with a 2.25 mm spacing from center of one depression to another, implemented
in this study as the crystallization platform.
Figure 2
Pin tool used for deposition of material onto a μPIHn plate.
Schematic of
quartz slide with an array of depressions (1 mm wide)
with a 2.25 mm spacing from center of one depression to another, implemented
in this study as the crystallization platform.Pin tool used for deposition of material onto a μPIHn plate.
Acetaminophen
Acetaminophen is typically
found in one
of two stable polymorphic forms: form I (monoclinic) and form II (orthorhombic).[14] Previously, when PIHn was used to study the
polymorphism of ACM, both the monoclinic and orthorhombic forms were
found utilizing roughly half of a gram of material for one screen.[14] With μPIHn both forms I and II of ACM
were obtained using less than one milligram of material (Figure 3). Form I of ACM was crystallized by room temperature
evaporation of aqueous solutions in the presence of acidic polymers
whereas form II nucleated on polymers within the nonpolar aromatic
library (see Supporting Information).
Figure 3
Raman
spectra of acetaminophen forms I and II obtained directly
from crystals on the μPIHn plate.
Raman
spectra of acetaminophen forms I and II obtained directly
from crystals on the μPIHn plate.
ROY
ROY, an intermediate in the production of the pharmaceutical
olanzapine, is known for the color of its red, orange, and yellow
polymorphs.[21] Using μPIHn, four of
the seven structurally characterized forms were obtained: red prism
(R), yellow needle (YN), orange needle (ON), and yellow prism (Y)
(Figure 4). Red and yellow prisms nucleated
on polymers within the polar nitrogen library. However, polymers in
the nonpolar aromatic library facilitated the formation of yellow
needles. Orange needles were found on polymers in the acidic library
(see Supporting Information).
Figure 4
Raman spectra
of the diagnostic nitrile region for ROY, in order
from left to right: red prism, yellow needles, orange needles, yellow
prims, obtained directly from crystals on a μPIHn plate.
Raman spectra
of the diagnostic nitrile region for ROY, in order
from left to right: red prism, yellow needles, orange needles, yellow
prims, obtained directly from crystals on a μPIHn plate.
Tolfenamic Acid
Tolfenamic acid (TA) is a pentamorphic,
nonsteroidal anti-inflammatory drug.[16] Previously,
when TA was subjected to traditional PIHn screening, five polymorphs
were found, with three forms discovered for the first time.[16] Now with μPIHn all five known forms of
TA were obtained using only 0.2 mg of TA (Figure 5). Forms I, II, and V of TA were found to nucleate on polymers
within the polar nitrogen library, whereas forms III and IV nucleated
on polymers in the nonpolar aromatic library (see Supporting Information).
Figure 5
Raman spectra of tolfenamic acid forms
I, II, III, VI, and V, obtained
directly from crystals on a μPIHn plate.
Raman spectra of tolfenamic acid forms
I, II, III, VI, and V, obtained
directly from crystals on a μPIHn plate.
Curcumin
Curcumin is the primary curcuminoid in the
spice turmeric. Curcumin has been found to act as an anti-inflammatory,
anticancer, and anti-HIV agent.[25] Nangia
and co-workers discovered two new polymorphs of curcumin while attempting
to form cocrystals.[22] All three polymorphs
of curcumin were found in the present study (Figure 6). Form I and II formed on polymers within the polar nitrogen
library, whereas form III nucleated on polymers within the acidic
library (see Supporting Information).
Figure 6
Raman
spectra of curcumin forms I, II, and III, obtained directly
from crystals on a μPIHn plate.
Raman
spectra of curcumin forms I, II, and III, obtained directly
from crystals on a μPIHn plate.In the present study, automated Raman mapping was used to
identify
all of the pharmaceutical polymorphs. The above results illustrate
that using ∼1 mg is viable for efficient polymorph screening
for all of the compounds studied with μPIHn. However, the polymers
responsible for promoting the formation of a particular polymorph
in some cases were different from those of traditional PIHn. For example,
with μPIHn, forms II and V of tolfenamic acid were found to
nucleate on polymers within the polar nitrogen library whereas with
traditional PIHn, these forms were obtained exclusively on polymers
within the aromatic library. This difference may arise from the dramatic
increase in the rate of evaporation of the crystallizing solution
with μPIHn as compared with traditional PIHn. This enhanced
evaporation rate is a direct result of the extremely small amount
of solvent that is printed into each depression (∼0.3 μL)
and the relatively open nature of conducting crystallization on an
open plate. Despite this drastic difference in the kinetics of the
crystallization, the efficacy of PIHn was still maintained.The above results have important implications for the stage at
which comprehensive polymorph discovery can take place. Solid form
screening, as currently practiced, requires substantial sample quantities
and it has thus far not been feasible to perform solid form screening
as an early stage selection criterion for choosing which bioactive
compounds to advance in the pipeline. Hence, the process by which
a drug candidate is chosen neglects solid form considerations until
a rather late stage where the cost of failure is greater.[26,27] With μPIHn only a small amount of material is needed in order
to study the potential polymorphism of a newly synthesized compound.
Therefore, this new polymorph discovery platform can shift solid form
considerations to an earlier stage in the pharmaceutical development
process.PIHn has been transformed into a high density format
in which hundreds
of distinct polymers are arrayed on one substrate, making automated,
high throughput analysis possible. This new format is dissimilar from
traditional PIHn in that the amount of polymer, the substrate on which
the crystallizations occur, the volume of solvent utilized for crystallization,
and the total amount of material used for the crystallization (∼1
mg) have been decreased dramatically. The reduction in polymer thickness
yields Raman spectra with minimal spectral interference from the polymer
heteronucleant, enabling completely automated analysis.From
the present study, it is apparent that although aspects of
the crystallizations with μPIHn have changed from traditional
PIHn, the method’s efficacy has been maintained. This is a
direct result of the mechanism of PIHn: it is a surface-mediated process
dominated by functional group interactions at the polymer-crystal
interface, and is therefore independent of the amount of polymer present.[17,18] μPIHn can now be implemented to study the potential of polymorphism
in newly synthesized compounds. As a result of the unique configuration
of this platform, countless crystallization conditions can be explored
in the presence of hundreds of distinct polymers including, but not
limited to, varying parameters such as the temperature,[9] the degree of supersaturation, and solvent, enabling
the structural landscape of a compound to be thoroughly explored.
Although it is not possible to determine if all of the polymorphs
of a compound have been found, by conducting a comprehensive experimental
screening in combination with modern methods for computationally predicting
which polymorphs are viable on the crystal energy landscape, one can
have high confidence that all relevant polymorphs have been discovered.
By considering all possible solid forms early in the drug development
process, knowledge of solid form diversity can be leveraged to select
which drug candidates to advance in the pipeline.
Experimental
Procedures
Preparation of the Polymer Libraries
The components
used to build the nonpolar aromatic polymer library were 4-acetoxystyrene
(AOS), n-butyl methacrylate (n-BuMA), tert-butyl methacrylate (t-BuMA), benzyl
methacrylate (BzMA), methyl methacrylate (MMA), styrene (STY), and
divinylbenzene (DVB). The components used to build the polar nitrogenpolymer library were 2-methyl-2-nitropropyl methacrylate (MNPMA),
methacrylonitrile (MAN), 2-(dimethylamino)ethyl methacrylate (DMAEMA), N,N-dimethylmethacrylamide (DMMAA), 2-vinylpyridine (2VP),
4-vinylpyridine (4VP), and divinylbenzene (DVB). The components used
to build the acidic polymer library are methyl methacrylate (MMA),
acrylic acid (AA), methacrylic acid (MAA), 2-hydroxyethyl methacrylate
(HEMA), 2-ethoxyethyl methacrylate (EEMA), styrene (STY), and divinylbenzene
(DVB). For each library six 1:1 (v/v) monomer solutions in ethanol
were dispensed as 90 pair wise combinations of varied ratios (86:14,
71:29, 57:43, 43:57, 29:71, and 14:86) and six pure monomer solutions
by a Gilson 215 liquid handler to a volume of 120 μL. To this
was added 40 μL of a 1:1 solution of DVB in ethanol containing
2 mol % 2,2′-Azobis(2-methylpropionitrile) (AIBN) with respect
to DVB. The three 96 well plates containing the monomer solutions
were transferred into a flat bottom 384 well plate by using an Eppendorf
epmotion 5070 liquid handling robot. Using a pin tool composed of
Delrin combs in a PMMA lattice four prints were performed from a 384
well plate containing monomer solutions onto the depressions on the
laser etched quartz slide. In order to print all 288 monomer solutions
four prints were performed from the 384 well plate onto the quartz
slide (see Supporting Information). After
each print the monomer solutions were photopolymerized with four 15
W UVA bulbs in an atmosphere of N2 for 1 min. Following
polymerization, the μPIHn plates were annealed at 85 °C
under vacuum for 2 h to produce the cross-linked polymer libraries.
Authors: A Ulman; J F Kang; Y Shnidman; S Liao; R Jordan; G Y Choi; J Zaccaro; A S Myerson; M Rafailovich; J Sokolov; C Fleischer Journal: J Biotechnol Date: 2000-09 Impact factor: 3.307
Authors: Albert R Liberski; Graham J Tizzard; Juan J Diaz-Mochon; Michael B Hursthouse; Phillip Milnes; Mark Bradley Journal: J Comb Chem Date: 2008-01-01
Authors: Mizraín Solares-Briones; Guadalupe Coyote-Dotor; José C Páez-Franco; Miriam R Zermeño-Ortega; Carmen Myriam de la O Contreras; Daniel Canseco-González; Alcives Avila-Sorrosa; David Morales-Morales; Juan M Germán-Acacio Journal: Pharmaceutics Date: 2021-05-25 Impact factor: 6.321