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. Author manuscript; available in PMC: 2020 Aug 28.
Published in final edited form as: Cryst Growth Des. 2019 Jun 7;19(7):4101–4108. doi: 10.1021/acs.cgd.9b00529

In the Context of Polymorphism: Accurate Measurement, and Validation of Solubility Data

Víctor R Vázquez Marrero †,, Carmen Piñero Berríos ‡,§, Luz De Dios Rodríguez †,, Torsten Stelzer ‡,∥,*, Vilmalí López-Mejías ‡,§,*
PMCID: PMC7453630  NIHMSID: NIHMS1038402  PMID: 32863778

Abstract

Solubility measurements for polymorphic compounds are often accompanied by solvent-mediated phase transformations. In this study, solubility measurements from undersaturated solutions are employed to investigate the solubility of the two most stable polymorphs of flufenamic acid (FFA forms I and III), tolfenamic acid (TA forms I and II), and the only known form of niflumic acid (NA). The solubility was measured from 278.15 to 333.15 K in four alcohols of a homologous series (methanol, ethanol, 1-propanol, n-butanol) using the polythermal method. It was established that the solubility of these compounds increases with increasing temperature. The solubility curves of FFA forms I and III intersect at ~315.15 K (42 °C) in all four solvents, which represents the transition temperature of the enantiotropic pair. In the case of TA, the solubility of form II could not be reliably obtained in any of the solvents because of the fast solvent-mediated phase transformation. The solubility of the only known form of NA was also determined, and no other polymorphs of NA were observed. The experimental solubility data of FFA (forms I and III), TA (form I), and NA in these four solvents was correlated using the modified Apelblat and λh model equations. The correlated and experimentally determined solubility data obtained serves to (i) guide the accurate determination of the solubility for polymorphic compounds, (ii) assess the role of the solvent in mediating transformations, and (iii) provide a route to engineer advanced crystallization processes for these pharmaceutical compounds.

Graphical Abstract

graphic file with name nihms-1038402-f0001.jpg

INTRODUCTION

Polymorphism, a phenomenon that enables molecules to exhibit multiple crystalline phases, is estimated to occur in up to 80% of molecules that display a pharmaceutical application, affecting primarily their solubility, which correlates with bioavailability in compounds that present poor aqueous solubility.1 Therefore, the inadvertent occurrence of polymorphism during a pharmaceutical manufacturing process might have adverse effects on drug product properties. One parameter needed to understand and control polymorphism is the solubility of a compound in a particular solvent or solvent mixture. However, solubility measurements for polymorphic compounds are often accompanied by solvent-mediated phase transformations.

Generally, solubility measuring techniques are grouped into isothermal27 and polythermal methods.820 The former measures the solubility at preset temperatures for unspecified concentrations by adding an excess of solid, forming a slurry or suspension. The concentration of the dissolved solute is determined after prolonged agitation (typically ≥24 h) and assumes solid–liquid equilibrium has been reached. Recently, three approaches have been reviewed for the determination of the solubility for polymorphic compounds under isothermal conditions.21 These approaches can be summarized as (1) solubility measurement from undersaturated solution, (2) solubility measurement from supersaturated solution, and (3) the “bracketing” method, which visually observes the dissolution of crystals of the metastable polymorph in increasing concentrations until the dissolution of the crystals does not occur. However, the equilibration time employed in isothermal methods might hamper the accurate determination of the solubility for metastable forms because of possible solvent-mediated phase transformations.21,22 The latter represents a major issue when reviewing existing solubility data as emphasized in a recent editorial published by the Journal of Chemical & Engineering Data.22 On the other hand, the polythermal method determines the temperatures at which solubility is attained for suspensions with known composition at specific heating rates. This method works under the assumption that the dissolution kinetics can be neglected and quasi-equilibrium has been reached.1113,1520 Consequently, the polythermal method might be better suited to determine the solubility of polymorphic compounds while circumventing solvent-mediated phase transformations.

This study provides guidelines to accurately measure and validate the solubility of polymorphic compounds from an undersaturated solution employing the polythermal method. We describe the method employing two of the most polymorphic pharmaceutical substances known, thus far, flufenamic acid (FFA) and tolfenamic acid (TA, Figure 1).23,24 FFA possesses nine polymorphs, eight of which have been structurally characterized.23 FFA forms I and III are enantiotropically related with a transition temperature at 315.15 K25 and readily accessible by conventional solvent-based methods.23 TA is a pentamorphic system, of which forms I and II are the two most thermodynamically stable forms at ambient conditions and also readily accessible by conventional solvent-based methods.24 These two polymorphs are monotropically related. A third compound, niflumic acid (NA, Figure 1), a pharmaceutical compound with no other polymorphs reported, is also employed. The selected alcohols (methanol, ethanol, 1-propanol, and n-butanol) are commonly used organic solvents and classified as class 2 (methanol) or 3 (less toxic and lower health risks) solvents by the Food & Drug Administration.26 Thus, the solubility data obtained serves to (i) guide the accurate determination of the solubility for polymorphic compounds, (ii) assess the role of the solvent in mediating transformations, and (iii) provide a route to engineer advanced crystallization processes for these pharmaceutical compounds.

Figure 1.

Figure 1

Molecular structures of flufenamic acid (FFA), tolfenamic acid (TA), and niflumic acid (NA).

EXPERIMENTAL SECTION

Preparation of Metastable Polymorphs.

Commercial FFA form I and TA form I were recrystallized from methanol and ethanol to produce FFA form III27 and TA form II,28 respectively. The resulting solids were filtered, vacuum-dried at room temperature, and characterized by Raman microscopy and powder X-ray diffraction to determine the phase and purity of each recrystallized form.

Solubility Measurements.

To determine the solubility of FFA (forms I and III), TA (forms I and II), and NA in methanol, ethanol, 1-propanol, and n-butanol the polythermal method was employed, in a multiple reactor system (Crystal16, Technobis Crystallization Systems) as described elsewhere.11 Briefly, solutions with known compositions were prepared in sealed 2 mL glass vials (Fisher Scientific). To weigh the solute, a microbalance (Mettler Toledo, XP26) with an accuracy of ± 0.002 mg was employed. The solvent was weighed using an analytical balance (Mettler Toledo, MS104S) with an accuracy of ±0.1 mg. A rare earth magnetic stir bar at 700 rpm was used to agitate the suspensions, while heated at 0.3 K/min from 278.15 to 333.15 K.11 For FFA form I, a temperature range between 318.15 and 333.15 K was employed because this form is metastable below 315.15 K.25 Any measurement attempts below the transition temperature resulted in a solvent-mediated phase transformation from FFA form I to form III during the heating profile. The temperature was kept at ≥318.15 K to avoid the transformation. The saturation temperature can be measured at the maximum transmission (turbidity measurement) using the software CrystalClear (version 1.0.1.614),1113,1520 if the dissolution kinetics are assumed to be negligible. To ensure accuracy, the specific compositions (Supporting Information) were measured at least twice.9,18 The measured uncertainty for the saturated temperature is ±0.1 K.

The solubility of each compound (FFA, TA, and NA) was determined at 0.3 and 0.1 K/min using 1-propanol as solvent to validate the heating rate. In the case of FFA form III, an additional heating rate (0.05 K/min) was determined using 1-propanol as solvent.

The mole fraction solubility (xi) of each solute was calculated according to eq 1

xi=mi/Miimi/Mi (1)

where mi and Mi represents the mass (g) and molecular weight (g/mol) of the solute and solvent. Molecular weights of FFA, TA, and NA are 281.230, 261.707, and 282.218 g/mol, respectively.

Raman Microscopy.

Raman spectra were collected at room temperature in a Thermo Scientific DXR2 Raman microscope equipped with 532 nm laser, with 400 lines/mm grating and 25 μm pinhole as described previously.11 The spectra were determined by averaging 15 scans over the range of 650–1600 cm−1 with an exposure time per scan of 3 s and analyzed using the OMNIC for Dispersive Raman software (version 9.2.0). Prior to the solubility measurements powder samples of FFA (forms I and III), TA (forms I and II), and NA were analyzed by Raman microscopy to confirm the solid-state and purity. After the experiments all samples were characterized by Raman microscopy (Supporting Information).

In Situ Raman Spectroscopy.

In situ Raman spectra were recorded over the range of 200–1900 cm−1 employing a Raman Rxn2 Multichannel Raman Analyzer (Kaiser Optical Systems) equipped with an immersion probe (6.35 mm) and a 785 nm laser. For each compound, the acquisition conditions were optimized so that spectra were captured in 1 min intervals with 10 accumulations and an exposure time of 3 s for FFA form III, TA form I, and TA form II, 1 s for FFA I, and 0.5 s for NA per measurement with automatic cosmic ray filter and intensity correction using iC Raman software (version 4.1.917). The probe was immersed from the top into a multiple reactor system (Crystalline, Technobis Crystallization Systems) using sealed 8 mL glass vials (Fisher Scientific) with a 2 mL starting volume of the suspension. The samples were agitated employing a rare earth magnetic stir bar at 700 rpm to enable parallel visual measurement capabilities using the onboard camera system. All preparative and experimental procedures were applied as described for the Crystal16 in the Solubility Measurement section.

Powder X-ray Diffraction (PXRD).

PXRD analysis was performed at 300 K using a Rigaku XtaLAB SuperNova single microfocus Cu–Kα radiation (λ = 1.5417 Å, 50 kV, and 1 mA) source equipped with a HyPix3000 X-ray detector in transmission mode. All polycrystalline samples were analyzed over an angular 2θ range of 10–50° with a step size of 0.01° using a Gandolfi move for powder experiment with an exposure time of 90 s. Powder samples of FFA (forms I and III), TA (forms I and II), and NA were analyzed by PXRD and the initial form validated prior to the solubility measurements. After the experiments all samples were characterized by PXRD (Supporting Information).

Differential Scanning Calorimetry (DSC).

Thermograms were recorded in a TA Instruments DSC Q2000 with a single-stage refrigeration system (RCS40) and calibrated using an indium standard (Tm = 428.75 K and ΔfusH = 28.54 J/g). After confirming the phase and purity by PXRD, approximately 2 mg of the powder sample were weighed in hermetically sealed aluminum pans (Tzero) using a microbalance (Mettler Toledo, XP26) with an accuracy of ±0.002 mg. The samples were heated from 298.15 to 573.15 K under N2 atmosphere (50 mL/min) at a rate of 10 K/min (temperature accuracy of 0.1 K) after equilibration for 10 min at 298.15 K. The DSC analysis was performed five times (n = 5) per compound to ensure accuracy of the onset melting temperature (Tm,onset) determined. The average value was used in the λh model equation (Supporting Information).

THERMODYNAMIC MODELS

Thermodynamic models and empirical correlations are useful approaches to extrapolate solubility data over a wider range of temperatures. Two of the most commonly employed empirical correlations are the modified Apelblat and the λh model equations as described elsewhere.10,11,1619

Modified Apelblat Equation.

The semiempirical modified Apelblat equation correlates the solute solubility in pure solvents at various temperatures (eq 2).10,11,17,19

lnx1=A+BT+ClnT (2)

Parameters employed in eq 2 are the mole fraction solubility of the solute x1, the absolute temperature T in Kelvin (K), and the model parameters A, B, and C, which represent the variation of the activity coefficient (A, B) and the temperature effect on the enthalpy of fusion (C).10,18

λh Equation.

The λh equation is another semiempirical model commonly used to correlate solubility and temperature (eq 3)10,11,1619

ln1+λ1x1x1=λh1T1Tm (3)

Parameters employed in eq 3 are the mole fraction solubility of the solute x1, the melting and absolute temperatures of the compound Tm and T in Kelvin (K), and the model parameters λ and h, which represent the nonideal solution properties and excess mixture enthalpy of solution (h), respectively. The average value of Tm,onset was employed to determine the correlated mole fraction solubility x1cal using this equation (Supporting Information).

A nonlinear curve-fitting problem was solved employing the Levenberg.Marquardt algorithm within the software Origin (OriginLab Corporation, version B95.0.193) and used to model the modified Apelblat and λh equations. The relative deviation (RD) and the average relative deviation (ARD%) were calculated using the eqs 4 and 5, respectively, and used to assess the goodness of fit for the experimental and correlated solubility.

RDi=x1,iexpx1,icalx1,iexp (4)
ARD%=100Ni=1Nx1,iexpx1,icalx1,iexp (5)

In eqs 4 and 5, x1,iexp and x1,ical are the ith experimental and correlated mole fraction solubility, respectively, and N is the total number of experimental values.

RESULTS AND DISCUSSION

DSC Results.

For each compound the average Tm,onset was experimentally determined (Supporting Information) and employed in the λh model equation to compute their mole fraction solubility x1cal. The Tm,onset obtained within this study is in close agreement with the average peak melting point data (Tm,peak) reported in the literature (Supporting Information).20,21

Available Solubility Data and its Limitations.

The solubility of FFA in methanol, ethanol, 1-propanol, and n-butanol was recently reported in a limited temperature range between 298.15 and 318.15 K using the isothermal method with an equilibration time >72 h.29 However, FFA forms I and III are enantiotropically related with a transition temperature of ~315.15 K,25 meaning that FFA form I is not stable for most temperatures investigated.25 Additionally, no solid-state characterization was presented to evidence the polymorphic purity of the recovered material. Therefore, it is unclear whether the solubility reported is representative of FFA form I or III.23 An earlier study by Domańska et al.30 employed the polythermal method (heating rate of ~0.1 K/min) with visual observation of the dissolution of the crystals to determine the saturation temperature for the mole fraction solubility of FFA form I and NA in various solvents, including ethanol.30 However, it is known that visual observation of the solubility is less accurate compared to techniques based on analytical principles including, attenuated total reflection-Fourier transform infrared spectroscopy, focused beam reflectance mode measurement, UV–vis spectroscopy, or turbidity.13,3133 Moreover, most of the experimentally derived solid–liquid equilibrium temperatures for FFA form I reported by Domańska et al.30 occurred below the transition temperature, where FFA form I is metastable and thus, will undergo solvent-mediated phase transformation. In addition, no solid-state characterization was performed to evidence the phase purity.

Bustamante et al.34 reported a mole fraction solubility of x = 0.0163 for NA in neat ethanol at 298 K using the isothermal method while a lower value (x = 0.0109) was reported by Domańska et al.30 (extracted at 298 K with a third-order polynomial fit) employing the polythermal method (~0.1 K/min). Besides the different solubility methods employed, the fact that no solid-state characterization was provided in either study, might hint at a possibility that the solubility for two different solid forms was reported.

The “thermodynamic solubility” of TA form I (x = 0.0051), and the “apparent solubility” for TA form II (x = 0.0056) were determined using the isothermal method at 310.15 K in ethanol.35 After an equilibration time of 72 h, the residual solid was identified by PXRD.35 These results yielded TA form I regardless of the initial polymorph.35 Collectively, these studies demonstrate an interest for the accurate determination of the solubility of these compounds. Moreover, they highlight a need to use more precise tools and methodologies to determine and validate the solubility of a compound, particularly when it might be prone to undergo solvent-mediated phase transformations.

Recommendations for Accurate Solubility Measurements of Polymorphic Compounds.

From these studies, we have learned that the isothermal method might not be suitable to determine the solubility of compounds that undergo solvent-mediated phase transformations (polymorphs, solvates, hydrates, etc.) because of the extended time applied to reach solid–liquid equilibria, especially when not supported by solid-state characterization. In this regard, the polythermal method might be more practical. Before employing the polythermal method, the heating rate must be validated to ensure the solubility is being measured at quasi-solid–liquid equilibrium conditions for the particular compound.11,12 Preferably, an automated system over visual examination of the saturation temperature should be employed.13,3133 It is also important to determine the thermodynamic relationship of the polymorphic pair, particularly if these have a transition temperature within the temperature range of interest. For the latter, the temperature range needs to be carefully considered if the initial polymorph is metastable below or above a specific temperature. If the thermodynamic relationship is unknown several heating/cooling cycles should be observed. This practice might hint at possible solvent-mediated phase transformations as well as possible recrystallization of different forms. In the case that recrystallization of a different form occurs between heating/cooling cycles, each cycle needs to be examined to determine the solid form and validate the solubility. Solid-state characterization is essential to confirm phase purity of the starting polymorph and to monitor solvent-mediated phase transformations. These tools serve to validate that the solubility being determined corresponds to the initial and intended form. In situ monitoring of the dissolution and recrystallization processes during each cycle can support these efforts to ensure accuracy of the experimentally determined solubility, particularly when dealing with metastable forms. In the following paragraphs, we describe a method to accurately determine and validate solubility data, following the recommendations stated above.

Solubility Data.

Prior to the solubility experiments, the applied heating rate (0.3 K/min) was validated by comparing the data obtained with slower heating rates at 0.1 K/min and also 0.05 K/min for FFA form III (Figure 2).

Figure 2.

Figure 2

Experimental and correlated solubility data of FFA form III in 1-propanol at different heating rates. ◊, 0.05 K/min, □, 0.1 K/min; ■, 0.3 K/min; –, calculated using Apelbat equation.

The analysis of these results for all compounds showed that the average relative deviation of the saturation temperature for each concentration data point negligibly deviates around the null value (Supporting Information). This supports the assumption that quasi-equilibrium conditions have been reached when employing either of the heating rates, which is consistent with the literature reported for other systems.11,16,18 Thus, a heating rate of 0.3 K/min was used in the solubility measurements since it offers both accuracy and speed for all the solute–solvent systems under study. Typically, the solubility measurements for each compound over the temperature range from 278.15 to 333.15 K lasted about 6 h per heating/cooling cycle.

Once the heating rate was validated, it was possible to determine the experimental mole faction solubility for the selected compounds. For FFA form III it appears that the solvent-mediated phase transformation kinetics above the transition temperature25 (where FFA form I is thermodynamically stable) is slower than the first cycle employed at heating rates between 0.05 and 0.3 K/min. The solubility data above the transition temperature present good correlation with the calculated solubility curves at the various heating rates (Figure 2). The lack of deviation in the solubility curve supports that no solvent-mediated phase transformation occurred. This observation was confirmed employing in situ Raman spectroscopy in a Crystalline multiple reactor system where experiments starting with FFA form III yielded to the dissolution and recrystallization of FFA form III after three consecutive heating/cooling cycles (Supporting Information). The latter was also confirmed by offline Raman and PXRD, FFA form III was recrystallized independently of the solvent employed (Supporting Information).

Contrary to FFA form III, the experimental mole faction solubility of FFA form I could only be determined from 318.15 to 333.15 K, as solvent-mediated phase transformation kinetics seems to be faster below the transition temperature (where FFA form III is thermodynamically stable).25 In situ Raman spectroscopy was applied to confirm that no polymorphic transformation could be detected during the first heating cycle (318.15 to 333.15 at 0.3 K/min) when starting with FFA form I (Figure 3). On this account, at the end of the temperature profile for FFA form I, the temperature was kept at 318.15 K for offline solid-state characterization. Offline Raman and PXRD revealed that FFA form III was recrystallized in all solvents after the third heating/cooling cycle (Supporting Information). This finding was confirmed in the in situ Raman experiments, which showed the recrystallization of FFA form III after cycles 2 and 3 (Figure 3) when starting with FFA form I.

Figure 3.

Figure 3

Solubility experiments of FFA form I in 1-propanol employing in situ Raman spectroscopy in a Crystalline system (A) micrographs recorded during the temperature profile (318.15–333.15 K at 0.3 K/min), (B) in situ Raman spectra, and (C) cut out of specific Raman shift: (a) prior to 1st heating cycle, (b) close to solubility point in 1st heating cycle, (c) nucleation in 1st cooling cycle, (d) close to solubility point in 2nd heating cycle, (e) nucleation in 2nd cooling cycle, (f) close to solubility point in 3rd heating cycle, and (g) nucleation in 3rd cooling cycle.

To ensure consistency, the first heating/cooling cycle was used to determine the mole faction solubility for the FFA polymorphs. The experimental solubility data for FFA forms I and III were correlated using the modified Apelblat and λh model equations. The optimized parameters were obtained using Origin, which allows the extrapolation of the solubility data for FFA forms I and III into their metastable region, respectively. Figure 4 shows the solubility of these two FFA polymorphs increases with increasing temperature and chain length in these four alcohols. The solubility curves for FFA forms I and III in all four solvents intersect close to the transition temperature (~315.15 K) reported for this enantiotropic pair (Figure 4).25 Figures presenting the solubility data correlated with the λh model equation can be found in the Supporting Information.

Figure 4.

Figure 4

Experimental and correlated solubility data of FFA forms I and III in (a) methanol, (b) ethanol, (c) 1-propanol, and (d) n-butanol. Open symbols, △, ◊, □, and ○, represent experimental data points for FFA form I; and filled symbols, ▲, ⧫, ■, and ●, represent experimental data points for FFA form III, the trend lines were calculated using Apelblat equation, solid bright and dark lines represent FFA forms I and III, respectively. Dashed lines represent the extrapolation of the solubility data for FFA form I.

This study also attempted to establish the solubility of TA forms I and II in the four alcohols selected. This polymorphic pair is monotropically related with a small free energy difference of ΔGI–II < 0.04 kcal/mol.23,24 Unfortunately, the solvent-mediated phase transformation kinetics of TA form II to form I occurred fast35 (before the solubility determination in the first heating cycle) in all solvents over the temperature range from 278.15 to 333.15 K. This hindered the accurate determination of the solubility for the metastable form. Specifically, in situ Raman spectroscopy analysis of the dissolution process confirms that TA form II started to undergo a solvent-mediated phase transformation to TA form I prior to the determination of the solubility temperature during the first heating cycle (Supporting Information). Consequently, only the solubility of the thermodynamically stable form (TA form I), which is also the commercially available form, was determined. This was achieved by careful validation of the mole fraction solubility data against offline Raman and PXRD characterization, and supported by in situ Raman analysis (Supporting Information). Interestingly, cooling of the TA solutions did not lead to the selective recrystallization of TA form I or II but presented stochastic outcomes that were independent of the supersaturation level or solvent employed. This is supported by PXRD of samples analyzed after the third cycle (Supporting Information). Thus, blindly averaging solubility data generated during multiple cycles without monitoring the dissolution process could have had adverse consequences on the accuracy and reliability of the reported solubility data. This reinforces the importance of validating the solubility data with in situ and offline solid-state characterization techniques, particularly, in systems presenting a very narrow free energy window and fast transformation kinetics, as demonstrated here in the case of TA forms I and II.24

Consequently, the first cycle was employed to determine the solubility for TA form I. The solubility of TA form I previously reported by Mattei et al.35 (x = 0.0051) compares very well to the value determined by the polythermal method within this study (x = 0.0052). Figure 5 shows that the solubility of TA form I increase with increasing temperature following the order n-butanol >1-propanol > ethanol > methanol. Each data point shown in Figure 5 was validated by offline Raman and PXRD measurements (Supporting Information). Figures presenting the solubility data correlated with the λh model equation can be found in the Supporting Information.

Figure 5.

Figure 5

Experimental and correlated solubility data of TA form I in four alcohols: ▲, methanol; ⧫, ethanol; ■, 1-propanol; ●, n-butanol; the solid trend lines were calculated using the Apelblat equation.

NA is a monomorphic system. The solubility of this compound was determined in the selected alcohols between 278.15 and 333.15 K. Dománska et al.30 reported the mole fraction solubility for NA in ethanol at ~298.15 K as x = 0.0111 using the polythermal method. This value is comparable to the value determined within this study (x = 0.0135) considering the limitations of the visual method employed by Dománska et al.30 Although, our solubility data differs from that reported by Bustamante et al.34 (x = 0.0163) at 298 K in pure ethanol (isothermal method), the solubility data presented in this work is not heating rate dependent. The heating rate validation experiments show that quasi-equilibrium conditions are reached (Supporting Information). Moreover, the solubility determinations made by Bustamante et al.34 leave room for uncertainty in terms of phase identification and accuracy considering the lack of characterization and statistical treatment of the solubility data (only coefficient of variation is reported). Figure 6 shows that the mole fraction solubility of NA increases with increasing temperature following the order ethanol > n-butanol >1-propanol > methanol below 300 K and n-butanol >1-propanol > ethanol > methanol above 300 K. Figures presenting correlated solubility data with the λh model equation are in the Supporting Information. Regardless of the solvent employed, no difference was observed after each cycle (Supporting Information), meaning that no solvent-mediated phase transformation occurred and that this form most likely represents the most thermodynamically stable polymorph for NA within the temperature range studied. This observation was corroborated during the offline characterization, as well as in situ Raman experiments (Supporting Information). Thus, no other polymorphs of NA could be accessed through solvent-based crystallization methods employing these four alcohols.

Figure 6.

Figure 6

Experimental and correlated solubility data of NA in four alcohols: ▲, methanol; ⧫, ethanol; ■, 1-propanol; ●, n-butanol; the solid trend lines were calculated using the Apelblat equation.

The correlation parameters for both model equations and the ARD% for the solubility of all compounds in the four pure solvents are listed in Table 1. Collectively, the correlated solubility obtained using the modified Apelblat and the λh model equations agree well with the experimental data, as shown by the low values of ARD% (≤1.1680) for all compounds and solvents. These model equations permit the straightforward calculation of the solubility for these compounds in methanol, ethanol, 1-propanol, and n-butanol. Moreover, these models help to extrapolate the solubility over a broader temperature range, as shown in the case of FFA where solubility data for FFA form I was extrapolated below its transition point. It can also be used to determine the transition temperature of an enantiotropic pair if the transition occurs within the measured temperature interval. This was shown here in the case of FFA forms I and III, which transition temperature compares very well to that previously reported in the literature.25

Table 1.

Optimized Values for Parameters in the Apelblat and λh Model Equations and ARD% Used for Correlation of the Mole Fraction Solubility of FFA Forms I and III, TA Form I, and NA in Methanol, Ethanol, 1-Propanol, and n-Butanola

model
Apelblat
λh
Solvent A B C ARD% λ h ARD%
FFA form I methanol −51.56196 −21.02027 8.54265 0.0069 0.43221 5662.60484 0.0062
ethanol −43.27779 −25.40324 7.15238 0.0004 0.34043 5447.33765 0.0006
1-propanol −41.97322 −12.68767 6.92734 0.0014 0.31956 5422.65347 0.0014
n-butanol −43.88127 −17.57246 7.27191 0.0001 0.43474 4558.92732 0.0017
FFA form III methanol −87.65131 1228.34151 14.12811 0.0418 0.58255 5091.77157 0.2859
ethanol −43.55925 −481.63904 7.4544 0.1422 0.58704 4437.80719 0.0406
1-propanol −20.85922 −1657.3927 4.1622 0.0801 0.73127 3884.9175 0.1210
n-butanol −38.79262 −726.70234 6.77749 0.0580 0.70373 3830.8771 0.1798
NA methanol −170.5641 4911.06381 26.19393 0.0111 0.43137 7456.64745 0.9587
ethanol −163.3334 4977.52397 24.98172 0.0353 0.42141 6578.53029 0.6354
1-propanol −133.6993 3275.6907 20.76164 0.0571 0.61277 5139.54669 0.9168
n-butanol −85.76556 1053.16822 13.67550 0.0431 0.72393 4414.32041 0.7289
TA form I methanol −106.0814 1709.78433 16.47148 0.2766 0.11478 29270.4441 0.6559
ethanol −194.5085 6090.15628 29.56394 0.0530 0.16439 18075.7475 0.9407
1-propanol −163.5361 4597.10782 25.04323 0.0017 0.23709 13018.1236 0.7114
n-butanol −152.0221 4123.88252 23.35149 0.0391 0.30517 10053.7315 1.1680
a

Solvents are listed with increasing chain length.

b

ARD% represents the corresponding average relative deviation.

CONCLUSIONS

The polythermal method facilitated by a multiple reactor system (Crystal16) was successfully employed to accurately measure the solubility of two of the most polymorphic pharmaceutical compounds known, FFA and TA, in four alcohols of a homologous series with increasing chain length (methanol, ethanol, 1-propanol, n-butanol) between 278.15 and 333.15 K. The combination of in situ and offline Raman spectroscopy and PXRD, as powerful solid-state characterization methods, allowed the validation of the experimentally determined solubility data. Unlike FFA and TA, which present a high degree of polymorphism, no other polymorphs were observed during the determination of the solubility for NA. The results confirm that this form is the most thermodynamically stable polymorph under the conditions investigated. Finally, this study provides guidelines to accurately measure and validate solubility data for polymorphic compounds, particularly when they are prone to undergo solvent-mediated phase transformations, for which the polythermal method is recommended over the isothermal method.

Supplementary Material

2

ACKNOWLEDGMENTS

The authors thank the members of the Crystallization Design Institute Krystal Sánchez Garcia, Karina Sanabria, and José R. Hernandez Espinell for their technical assistance. The authors also gratefully acknowledge Amy Wagner and Technobis Crystallization Systems for their support.

Funding

This work was supported by the Wisconsin–Puerto Rico Partnerships for Research and Education in Materials (DMR-1827894), National Institutes of Health’s Research Initiative for Scientific Enhancement (5R25GM061151–16), the Puerto Rico Institute for Functional Nanomaterials (EPS-100241), and the Institutional Research Funds (FIPI) of the University of Puerto Rico, Río. Piedras Campus. Infrastructure support was provided in part by the National Institute on Minority Health and Health Disparities (8G12MD007600). The X-ray micro diffractometer (Rigaku, XtaLAB SuperNova) was obtained with the support of the National Science Foundation (NSF) under the Major Research Instrumentation Program (CHE-1626103). The Multichannel Raman Analyzer (Kaiser Optical Systems, Raman Rxn2) was obtained with the support of NSF (EEC-0540855).

NOMENCLATURE

A, B, C

empirical parameters for Apelblat equation

ARD%

average relative deviation

DSC

differential scanning calorimeter

FFA

flufenamic acid

h

model parameter for λh equation

m

mass (g)

M

molecular mass (g·mol−1)

NA

niflumic acid

PXRD

powder X-ray diffraction

RD%

relative deviation

T

absolute temperature (K)

Tm

melting temperature of the solute (K)

TA

tolfenamic acid

x1

mole fraction solubility of the solute (mol)

Greek Symbols

λ

parameter for the λh equation denoting nonideal properties of the system

Footnotes

ASSOCIATED CONTENT

Supporting Information

The Supporting Information is available free of charge on the ACS Publications website at DOI: 10.1021/acs.cgd.9b00529.

Materials specifications, DSC thermographs, powder X-ray diffractograms, in situ and offline Raman spectra, and solubility curves of the compounds in methanol, ethanol, 1-propanol, and n-butanol correlated using the λh model equation (PDF)

The authors declare no competing financial interest.

REFERENCES

  • (1).Hilfiker R Polymorphism; Wiley-VCH Verlag GmbH & Co. KGaA: Weinheim, Germany, 2006. [Google Scholar]
  • (2).Chen EC; McGuire G; Lee HY Solubility Isotherm of the Ferric Chloride-Magnesium Chloride-Hydrogen Chloride-Water System. J. Chem. Eng. Data 1970, 15, 448–449. [Google Scholar]
  • (3).Shiflett MB; Harmer MA; Junk CP; Yokozeki A Solubility and Diffusivity of 1,1,1,2-Tetrafluoroethane in Room-Temperature Ionic Liquids. Fluid Phase Equilib 2006, 242, 220–232. [Google Scholar]
  • (4).Shakeel F; Shazly GA; Haq N Solubility of Metoclopramide Hydrochloride in Six Green Solvents at (298.15 to 338.15) K. J. Chem. Eng. Data 2014, 59, 1700–1703. [Google Scholar]
  • (5).Cabrera AL; Toledo AR; del Valle JM; de la Fuente JC Measuring and Validation for Isothermal Solubility Data of Solid 2-(3,4-Dimethoxyphenyl)-5,6,7,8-Tetramethoxychromen-4-One (Nobiletin) in Supercritical Carbon Dioxide. J. Chem. Thermodyn 2015, 91, 378–383. [Google Scholar]
  • (6).Guo L; Wang Y; Tu L; Li J Thermodynamics and Phase Equilibrium of the System CsCl-MgCl2-H2O at 298.15 K. J. Chem. Eng. Data 2017, 62, 1397–1402. [Google Scholar]
  • (7).Li X; Liu Y; Cao Y; Cong Y; Farajtabar A; Zhao H Solubility Modeling, Solvent Effect, and Preferential Solvation of Thiamphenicol in Cosolvent Mixtures of Methanol, Ethanol, N,N-Dimethylformamide, and 1,4-Dioxane with Water. J. Chem. Eng. Data 2018, 63, 2219–2227. [Google Scholar]
  • (8).Nývlt J Kinetics of Nucleation in Solutions. J. Cryst. Growth 1968, 3–4, 377–383.
  • (9).Mohan R; Lorenz H; Myerson AS Solubility Measurement Using Differential Scanning Calorimetry. Ind. Eng. Chem. Res 2002, 41, 4854–4862. [Google Scholar]
  • (10).Pascual GK; Donnellan P; Glennon B; Kamaraju VK; Jones RC Experimental and Modeling Studies on the Solubility of 2-Chloro-N-(4-Methylphenyl)Propanamide (S1) in Binary Ethyl Acetate + Hexane, Toluene + Hexane, Acetone + Hexane, and Butanone + Hexane Solvent Mixtures Using Polythermal Method. J. Chem. Eng. Data 2017, 62, 3193–3205. [Google Scholar]
  • (11).Zorrilla-Veloz RI; Stelzer T; Lopez-Mejías V Measurement and Correlation of the Solubility of 5-Fluorouracil in Pure and Binary Solvents. J. Chem. Eng. Data 2018, 63, 3809–3817. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • (12).George De la Rosa MV; Santiago R; Malavé Romero J; Duconge J; Monbaliu J-C; Lopez-Mejías V; Stelzer T Solubility Determination and Correlation of Warfarin Sodium 2-Propanol Solvate in Pure, Binary, and Ternary Solvent Mixtures. J. Chem. Eng. Data 2019, 64, 1399–1413. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • (13).Yi Y; Hatziavramidis D; Myerson AS; Waldo M; Beylin VG; Mustakis J Development of a Small-Scale Automated Solubility Measurement Apparatus. Ind. Eng. Chem. Res 2005, 44, 5427–5433. [Google Scholar]
  • (14).Wang S; Wang J; Yin Q Measurement and Correlation of Solubility of 7-Aminocephalosporanic Acid in Aqueous Acetone Mixtures. Ind. Eng. Chem. Res 2005, 44, 3783–3787. [Google Scholar]
  • (15).Kaemmerer H; Jones MJ; Lorenz H; Seidel-Morgenstern A Selective Crystallisation of a Chiral Compound-Forming System-Solvent Screening, SLE Determination and Process Design. Fluid Phase Equilib 2010, 296, 192–205. [Google Scholar]
  • (16).Vellema J; Hunfeld NGM; Van den Akker HEA; ter Horst JH Avoiding Crystallization of Lorazepam during Infusion. Eur. J. Pharm. Sci 2011, 44, 621–626. [DOI] [PubMed] [Google Scholar]
  • (17).Guo Y; Yin Q; Hao H; Zhang M; Bao Y; Hou B; Chen W; Zhang H; Cong W Measurement and Correlation of Solubility and Dissolution Thermodynamic Properties of Furan-2-Carboxylic Acid in Pure and Binary Solvents. J. Chem. Eng. Data 2014, 59, 1326–1333. [Google Scholar]
  • (18).Reus M. a.; van der Heijden AEDM; ter Horst JH Solubility Determination from Clear Points upon Solvent Addition. Org. Process Res. Dev 2015, 19, 1004–1011. [Google Scholar]
  • (19).Wei T; Wang C; Du S; Wu S; Li J; Gong J Measurement and Correlation of the Solubility of Penicillin V Potassium in Ethanol + Water and 1-Butyl Alcohol + Water Systems. J. Chem. Eng. Data 2015, 60, 112–117. [Google Scholar]
  • (20).Monbaliu J-CM; Stelzer T; Revalor E; Weeranoppanant N; Jensen KF; Myerson AS Compact and Integrated Approach for Advanced End-to-End Production, Purification, and Aqueous Formulation of Lidocaine Hydrochloride. Org. Process Res. Dev 2016, 20, 1347–1353. [Google Scholar]
  • (21).Nicoud L; Licordari F; Myerson AS Estimation of the Solubility of Metastable Polymorphs: A Critical Review. Cryst. Growth Des 2018, 18, 7228–7237. [Google Scholar]
  • (22).Königsberger E Editorial: Guidelines for the Measurement of Solid–Liquid Solubility Data at Atmospheric Pressure. J. Chem. Eng. Data 2019, 64, 381–385. [Google Scholar]
  • (23).López-Mejías V; Kampf JW; Matzger AJ Nonamorphism in Flufenamic Acid and a New Record for a Polymorphic Compound with Solved Structures. J. Am. Chem. Soc 2012, 134, 9872–9875. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • (24).López-Mejías V; Kampf JW; Matzger AJ Polymer-Induced Heteronucleation of Tolfenamic Acid: Structural Investigation of a Pentamorph. J. Am. Chem. Soc 2009, 131, 4554–4555. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • (25).Hu Y; Liang JK; Myerson AS; Taylor LS Crystallization Monitoring by Raman Spectroscopy: Simultaneous Measurement of Desupersaturation Profile and Polymorphic Form in Flufenamic Acid Systems. Ind. Eng. Chem. Res 2005, 44, 1233–1240. [Google Scholar]
  • (26).Purdief. Guidance for Industry Q3C U.S. Department of Health & Human Services, Food and Drug Administration, 2012; Vol. 9765, pp 301–827. [Google Scholar]
  • (27).Gilpin RK; Zhou W Infrared Studies of the Polymorphic States of the Fenamates. J. Pharm. Biomed. Anal 2005, 37, 509–515. [DOI] [PubMed] [Google Scholar]
  • (28).Andersen KV; Larsen S; Alhede B; Gelting N; Buchardt O Characterization of Two Polymorphic Forms of Tolfenamic Acid, N-(2-Methyl-3-Chlorophenyl)Anthranilic Acid: Their Crystal Structures and Relative Stabilities. J. Chem. Soc., Perkin Trans 2 1989, 1443–1447. [Google Scholar]
  • (29).Alshehri S; Shakeel F Solubility Measurement, Thermodynamics and Molecular Interactions of Flufenamic Acid in Different Neat Solvents. J. Mol. Liq 2017, 240, 447–453. [Google Scholar]
  • (30).Domańska U; Pobudkowska A; Pelczarska A Solubility of Sparingly Soluble Drug Derivatives of Anthranilic Acid. J. Phys. Chem. B 2011, 115, 2547–2554. [DOI] [PubMed] [Google Scholar]
  • (31).Fujiwara M; Chow PS; Ma DL; Braatz. Paracetamol Crystallization Using Laser Backscattering and ATR-FTIR Spectroscopy: Metastability, Agglomeration, and Control. Cryst. Growth Des 2002, 2, 363–370. [Google Scholar]
  • (32).Kim Y-S; Mendez Del Rio JR; Rousseau RW Solubility and Prediction of the Heat of Solution of Sodium Naproxen in Aqueous Solutions. J. Pharm. Sci 2005, 94, 1941–1948. [DOI] [PubMed] [Google Scholar]
  • (33).Weinstein RD; Hanlon WH; Donohue JP; Simeone M; Rozich A; Muske KR Solubility of Felodipine and Nitrendipine in Liquid and Supercritical Carbon Dioxide by Cloud Point and UV Spectroscopy. J. Chem. Eng. Data 2007, 52, 256–260. [Google Scholar]
  • (34).Bustamante P; Navarro J; Romero S; Escalera B Thermodynamic Origin of the Solubility Profile of Drugs Showing One or Two Maxima Against the Polarity of Aqueous and Nonaqueous Mixtures: Niflumic Acid and Caffeine. J. Pharm. Sci 2002, 91, 874–883. [DOI] [PubMed] [Google Scholar]
  • (35).Mattei A; Li T Polymorph Formation and Nucleation Mechanism of Tolfenamic Acid in Solution : An Investigation of Pre-Nucleation Solute Association. Pharm. Res 2012, 29, 460–470. [DOI] [PubMed] [Google Scholar]

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