Can the amorphous "solubility", the ceiling of supersaturation, of fast-crystallizing drugs be measured as the concentration at which a liquid- or glass-like phase separates, and does a heat-capacity-based free-energy estimate predict it better than the Hoffman equation?
Yes for these six drugs at 25 °C: all showed liquid–liquid or glass–liquid phase separation before crystals formed (griseofulvin only with HPMCAS-HF in the buffer), at a supersaturation of 4.3 (ibuprofen) to 54.0 (sorafenib). ··· The new Cp method fitted the measured ratios better (slope 1.06, R² 0.989) than Hoffman (1.20, 0.926); tolnaftate was the clear outlier, 20.0 measured against 11.7 predicted. ···
For ibuprofen, phenylbutazone, tolnaftate, diclofenac, sorafenib and griseofulvin in 50 mM phosphate buffer at 25 °C, the authors conclude that every drug undergoes liquid–liquid or glass–liquid phase separation before it crystallizes, and that the phase-separation concentration "was found to correlate in all instances" with the amorphous "solubility" predicted from the crystalline solubility, the activity of the water-saturated amorphous drug and the crystal–amorphous free energy. ··· Treating the new phase as a supercooled liquid and computing the free energy from heat capacities that change linearly with temperature (the Cp method) gave much closer values than the Hoffman equation, and the authors conclude that the Cp method estimates crystallization free energies more accurately; they state that this conclusion is drawn "based on the hypothesis" that the phase-separation concentration is governed by the "solubility" of the supercooled liquid. ··· They attribute the Hoffman errors to large undercooling together with a large gap between Tg and T∞, clearest for diclofenac. ·· For the two drugs that are glasses at 25 °C, griseofulvin and sorafenib, the onset matched the supercooled-liquid prediction rather than the glass prediction, which "suggests" a new phase much more relaxed than a melt-quenched glass; that phase could not be isolated, and its disordered nature rests on the probe fluorescence. ·· The authors propose that this maximum supersaturation "may be useful" to predict gains in biological exposure from amorphous solid dispersions; that link was proposed, not measured.
01Why this study
Cosolvents, surfactants and cyclodextrins often lower permeability; salts, cocrystals and amorphous dispersions raise concentration instead.
Williams 2013, ref 2
It has been suggested that the maximum supersaturation equals the amorphous "solubility", a metastable rather than a true solubility.
Ilevbare 2013, ref 3; Murdande 2010, ref 4
Dissolving amorphous griseofulvin never reached its predicted value; the cosolvent quench avoids the dissolution step.
Murdande 2010, refs 4, 7; refs 8–10 ·
For eight drugs, the concentration at which a drug-rich phase separated followed eq 1 with the Hoffman free energy.
Ilevbare 2013, ref 3
It assumes a constant ΔCp, small undercooling and Tg close to T∞, and does not treat the glass.
Hoffman 1958, ref 11
More detail
What was already known. The introduction and theory section build on these points:
- Why supersaturation. Most new drug candidates have suboptimal aqueous solubility, which causes bioavailability problems and sometimes compound failure (Fahr 2007, ref 1). Solubilizing strategies such as cosolvents, surfactants and cyclodextrins are often accompanied by lower permeability, so plasma concentrations do not rise; supersaturating approaches (salts, cocrystals, amorphous dispersions) raise the solution concentration without affecting permeation (Williams 2013, ref 2).
- What limits it. Supersaturated solutions are metastable and crystallize back towards equilibrium; how far and how long enabling formulations supersaturate is poorly understood, and the authors argue that predicting the maximum supersaturation "may in fact be useful" to estimate bioavailability gains in vivo.
- The amorphous "solubility" as the ceiling. The maximum theoretical supersaturation has been suggested to be the amorphous "solubility" (Ilevbare 2013, ref 3; Murdande 2010, ref 4). It is not a true thermodynamic solubility, because the amorphous material is only in apparent, metastable equilibrium with the solution; but, as for metastable polymorphs, whose apparent solubility differences reflect free-energy differences (Pudipeddi 2005, ref 5; Johari 2014, ref 6), it can be measured if the metastable phase lasts long enough (refs 3, 4, 7).
- Two ways to measure supersaturation. One dissolves a high-energy solid, the other quenches a concentrated solution in a water-miscible solvent into water (Shah 2012, ref 8). Dissolution depends on dissolution versus crystallization kinetics; for griseofulvin, a well-studied fast crystallizer, the theoretical amorphous "solubility" has never been reached on dissolving the amorphous form (refs 4, 7, 9, 10), and undissolved particles may seed heterogeneous nucleation. The cosolvent quench removes many of these crystallization problems and is "very useful" for the upper limit of supersaturation of fast crystallizers, although it does not reproduce supersaturation generated in the gut by a dissolving dosage form. ·
- The earlier study this paper extends. Ilevbare and Taylor (ref 3) quenched eight poorly soluble drugs into water and explained the colloids that formed as liquid–liquid phase separation (LLPS). They detected the onset by UV scattering and dynamic light scattering and showed with a fluorescence probe that the new phase is disordered. The onset concentration followed the amorphous "solubility" from eq 1, computed with the Hoffman free energy (eq 2) and the water-saturated amorphous activity obtained by the method of Murdande (ref 4). This "suggested" that the upper limit of supersaturation is governed by properties of the amorphous and crystalline states, and that the onset depends on crystalline solubility, melting properties and the water content of the amorphous phase. Those drugs crystallized relatively slowly. ·
- Limits of the Hoffman equation. The Hoffman expression (Hoffman 1958, ref 11) "can lack accuracy": it assumes ΔCp constant and independent of temperature, relies on approximations valid only for small undercooling (Tm − T) and Tg close to T∞, and does not cover the crystal-to-glass conversion. Other estimates take ΔCp as zero (Turnbull 1950, ref 19), as constant (refs 4, 20, 21), or use further approximations (refs 22, 23). Miura (ref 24) had used temperature-dependent heat capacities for amorphous alloys. ··
What the paper set out to do. Test the link between maximum supersaturation and amorphous "solubility" on six rapidly crystallizing drugs with very different melting and glass-transition properties, using UV extinction and a modified fluorescence assay, and introduce a heat-capacity-based estimate of the crystal-to-supercooled-liquid and crystal-to-glass free energies, compared with the Hoffman equation, to improve the prediction. ·
02How they approached it
Six drugs that crystallize fast and span Tm from 75.9 to 217.3 °C and Tg from −44.5 to 90.8 °C, two of them glasses at 25 °C. Each was titrated into buffer at a pH where it is un-ionized, and the onset of a new phase was compared with predictions from the drug's own thermal and solubility data. ··
What was done
Drug stock pumped into 13 mL stirred buffer, 25 °C→UV extinction at 400 or 450 nm→onset of turbidity.·
Drug stock added stepwise to 10 mL buffer with a polarity probe→fluorescence change→onset and disordered nature of the new phase.·
Excess crystals shaken about 48 h, 25 °C→HPLC→crystalline solubility.··
DSC→Tm, ΔfusH, Tg; modulated DSC→linear reversing Cp of crystal, glass and supercooled liquid.··
Water sorption of the amorphous drugs, 0–95% RH→activity of the water-saturated amorphous drug.·
Crystal-to-amorphous free energy by Hoffman (eq 2) and by the Cp method (eqs 8–13)→amorphous "solubility" by eq 1.····
Measured supersaturation ratio against predicted ratio, line through the origin (Figs. 6, 7)→undercooling and Tg − T∞ to judge the Hoffman estimate (Table 10).·
More detail
What was done
- Solvent-shift titration with UV extinction. Each drug was dissolved in methanol, acetone or DMF (Table 1) and pumped by syringe pump at 50–80 μL/min into 13 mL of 50 mM phosphate buffer (ionic strength 155 mM) at 25 °C, stirred at 300 rpm: pH 2 for the three acids, pH 6.8 for the others, so that each drug was un-ionized. Extinction at a non-absorbing wavelength (400 or 450 nm) was recorded continuously with a fiber-optic dip probe of 10 mm path. The authors give the organic solvent as about 1% v/v and report that pH-solubilization controls showed no effect of it on the turbidity onset. For griseofulvin the runs were repeated with 100 μg/mL HPMCAS-HF in the buffer. ··
- Fluorescence probe assay. Drug stock was added in steps to 10 mL of buffer containing a polarity-sensitive probe (1-pyrenecarboxaldehyde for ibuprofen, pyrene for diclofenac, 4-di-2-ASP for tolnaftate, sorafenib and griseofulvin, at 1–5 μM; phenylbutazone used its own fluorescence), and a spectrum was taken after each addition. A substantial spectral change marks phase separation into a disordered drug-rich phase, because a probe partitions into such a phase but is excluded from crystals. ··
- Crystalline solubility. Excess crystals in buffer with a small amount of the organic solvent (to mimic the onset composition), 25 °C, about 48 h; ultracentrifugation at 40000 rpm for 15 min; HPLC; triplicate. ·
- Thermal data. Tm and ΔfusH by DSC at 10 °C/min (n = 3); reversing heat capacity of crystal, glass and supercooled liquid by modulated DSC (±1 °C every 60 s, 2 °C/min), each fitted to a straight line in T. Griseofulvin crystallized on cooling in the DSC, so its glass was made by melting and quenching in liquid nitrogen. ··
- Activity of the water-saturated amorphous drug. Water sorption of the amorphous drugs at 25 °C, 0–95% RH; the solute activity follows by integrating the Gibbs–Duhem equation (method of Murdande, ref 4). Ibuprofen, phenylbutazone, tolnaftate and diclofenac were measured as supercooled liquids; griseofulvin and sorafenib as ground glasses after drying at 50 °C. ·
- Free energies and predictions. At 25 °C, ΔG for crystal → supercooled liquid by Hoffman (eq 2) and by the Cp method (eqs 8–10); for griseofulvin and sorafenib also crystal → glass (eqs 11–13). Each ΔG gave a predicted amorphous "solubility" by eq 1. ··
- Comparison. The measured supersaturation ratio (onset concentration divided by crystalline solubility) was set against the predicted enhancement f·exp(ΔG/RT), and a line through the origin was fitted for each method. T∞ was obtained from eq 8 with ΔHc→sl = 0, and Tg − T∞ and Tm − T were tabulated for each drug. ··
Key equations
The predicted ceiling is the crystalline solubility, times the activity of the water-saturated amorphous drug, times the Boltzmann factor of the crystal-to-amorphous free energy. Dividing by Ceq gives the predicted enhancement ratio of Table 9.
The comparator: it needs only the enthalpy of fusion and the melting temperature.
Each phase's reversing heat capacity is a straight line in temperature, fitted to modulated DSC data.··
The fusion enthalpy, corrected by heating the crystal from T to Tm and cooling the liquid back to T. Setting it to zero gives T∞.
The same cycle for entropy; then ΔG = ΔH − TΔS (Eq. 10).·
Here ΔH and ΔS (Eqs. 11, 12) follow the liquid only down to Tg and then the glass line from Tg to T.··
Terms used on this page
- Amorphous "solubility": the concentration in apparent, metastable equilibrium with the amorphous drug; the authors keep the quotation marks because it is not a true solubility.
- Supersaturation ratio: concentration divided by the crystalline solubility.
- LLPS / GLPS: separation of a supersaturated solution into a drug-rich liquid (LLPS) or glassy (GLPS) phase and a water-rich phase, before crystals form.
- Supercooled liquid and glass: the amorphous state above and below Tg. Below Tg the glass is out of equilibrium and holds more enthalpy and entropy than the extrapolated supercooled liquid (Fig. 5).
- Undercooling: Tm − T, how far below its melting point the drug is.
- T∞: the temperature at which crystal and supercooled liquid would have equal enthalpy.
- Water-saturated amorphous activity, exp[−I(a2)]: the activity of the amorphous drug after it has taken up water to saturation; water dilutes it below 1.
- Reversing heat capacity: the heat-capacity signal that modulated DSC separates from non-reversing events such as relaxation or crystallization.
03Main findings
Every drug formed a disordered drug-rich phase before it crystallized
Above a drug-specific concentration all six solutions turned turbid and the probe signal changed at about the same point; crystals followed within minutes. Griseofulvin did so only with 100 μg/mL HPMCAS-HF; without it, crystals appeared near 150 μg/mL with no probe change. ····
More detail
When concentrations far above the crystalline solubility were reached, the solutions turned cloudy with a slight bluish color; the turbidity differed between drugs and with the level of supersaturation, lasted only a few minutes and gave way to visible particles. · In Fig. 4, extinction rose from a flat baseline at about the concentration where the probe signal changed: the 1-pyrenecarboxaldehyde peak for ibuprofen moved from about 470 to 446 nm, phenylbutazone's own fluorescence rose from about 0 to about 980, the pyrene I3/I1 ratio with diclofenac rose from about 0.52 to 0.75, and the 4-di-2-ASP peak moved by about 4–5 nm, to shorter wavelength for tolnaftate and to longer wavelength for sorafenib. · The authors read the coincidence as phase separation to a disordered drug-rich phase ("suggesting"). Griseofulvin at pH 6.8 was the exception: extinction rose "around 150 μg/mL" (first clear rise in Fig. 4f near 178 μg/mL) with no change in probe intensity, and small solid particles were seen; the authors' reading is that griseofulvin crystallized before it could phase separate, or that the probe could not enter a glassy phase. ··· With 100 μg/mL HPMCAS-HF in the buffer, extinction and probe intensity rose together near 350 μg/mL and the solutions stayed uniformly turbid and free of visible particles; the authors call this glass–liquid phase separation, and the higher onset "suggests" that the polymer delays crystallization. ··· They conclude that a fluorescence check is "clearly essential" when testing fast crystallizers.
The ceiling of supersaturation runs from about 4 to 54
Onsets by fluorescence ranged from 125.74 μg/mL (ibuprofen) down to 0.53 μg/mL (sorafenib). Divided by the crystalline solubility, the maximum supersaturation was 4.3 for ibuprofen and 54.0 for sorafenib, the least soluble drug. ·
More detail
Crystalline solubilities spanned more than three orders of magnitude, from 29.29 ± 1.35 μg/mL for ibuprofen to 27.87 × 10⁻³ μg/mL for tolnaftate and 9.86 × 10⁻³ μg/mL for sorafenib. Fluorescence onsets were 125.74 (ibuprofen), 53.61 (phenylbutazone), 0.56 (tolnaftate), 50.14 (diclofenac), 0.53 (sorafenib) and 355.96 μg/mL (griseofulvin, with HPMCAS-HF); extinction gave 136.12, 63.02, 0.59, 52.15, 0.64 and 357.61 μg/mL. Supersaturation ratios by fluorescence were 4.3, 6.4, 20.0, 52.2, 54.0 and 30.8, and by extinction 4.7, 7.5, 21.1, 51.6, 64.5 and 31.0. ··· The extinction onsets are slightly higher, which the authors attribute either to a higher detection limit or to continuous pumping instead of static additions. A pyrene control did not move the phenylbutazone onset (53.2 vs 53.6 μg/mL). · Two caveats: the printed extinction ratio for diclofenac (51.6) does not follow from its own inputs (52.15/0.96 = 54.3), and the griseofulvin onset was measured with polymer in the buffer. ··
The Cp method changes the free energy most for diclofenac; the glass carries the most free energy
The Cp method and Hoffman gave similar crystal-to-supercooled-liquid free energies for five drugs (ibuprofen 3.56 vs 3.24 kJ/mol), but 9.99 vs 8.51 kJ/mol for diclofenac. For sorafenib and griseofulvin, crystal-to-glass free energies (11.37, 10.38 kJ/mol) exceeded the supercooled-liquid values (10.34, 9.39). ·
More detail
Excluding diclofenac, both methods rank ΔGc→sl the same: ibuprofen (Hoffman 3.24, Cp method 3.56 kJ/mol) < phenylbutazone (4.84; 4.59) < tolnaftate (5.69; 6.13) < griseofulvin (9.69; 9.39) < sorafenib (10.33; 10.34). Diclofenac's free energy was 8.51 kJ/mol by Hoffman but 9.99 by the Cp method. · The predicted amorphous "solubilities" therefore differ most for ibuprofen (108.16 vs 123.06 μg/mL), griseofulvin (402.29 vs 356.44) and diclofenac (27.71 vs 50.35); the authors note that the high crystalline solubility of ibuprofen and griseofulvin amplifies small free-energy differences, while for diclofenac the free-energy difference itself is large. · For the two glassy drugs, the crystal-to-glass conversion carries about twice the enthalpy of the crystal-to-supercooled-liquid conversion (23.19 vs 11.76 kJ/mol for sorafenib, 21.14 vs 10.60 for griseofulvin) and far more entropy (39.63 vs 4.74 and 36.09 vs 4.07 J/mol·K), giving ΔG of 11.37 and 10.38 against 10.34 and 9.39 kJ/mol; the predicted glass "solubilities" were 0.725 and 531.41 μg/mL. · The authors explain the higher glass values by the glass holding more enthalpy and entropy than the extrapolated supercooled liquid below Tg, with the enthalpy term dominating (Fig. 5). ·
The Cp method predicts the measured ceiling better than Hoffman
Against the fluorescence ratios, Cp-method predictions gave a through-origin slope of 1.06 and R² of 0.989; Hoffman gave 1.20 and 0.926. Diclofenac measured 52.2: the Cp method predicted 52.5, Hoffman 28.9. ···
More detail
Predicted enhancement ratios (Hoffman / Cp method) against measured fluorescence ratios were: ibuprofen 3.7 / 4.2 vs 4.3; phenylbutazone 7.0 / 6.4 vs 6.4; tolnaftate 9.8 / 11.7 vs 20.0; diclofenac 28.9 / 52.5 vs 52.2; sorafenib 48.4 / 48.6 vs 54.0; griseofulvin 34.8 / 30.9 vs 30.8. In concentration terms, the Cp-method supercooled-liquid predictions were 123.06, 53.15, 0.325, 50.35, 0.479 and 356.44 μg/mL against fluorescence onsets of 125.74, 53.61, 0.558, 50.14, 0.532 and 355.96. ····· Lines through the origin gave slope 1.06 and R² 0.989 for the Cp method (Fig. 6) and slope 1.20 and R² 0.926 for Hoffman (Fig. 7); the authors conclude a "much better correlation" with the Cp method. ·· They attribute the remaining tolnaftate gap, and the smaller sorafenib one, to the detection limit of fluorescence at ng/mL and the uncertainty of very low crystalline solubilities ("may be explained"). The printed R² values are those of a fit forced through the origin, which are higher than ordinary R² values.
Hoffman fails where undercooling and Tg − T∞ are both large
Tg − T∞ was highest for diclofenac (145 K) and tolnaftate (143 K); undercooling was highest for griseofulvin (192 K), sorafenib (180 K) and diclofenac (147 K). Diclofenac, high on both, showed the largest Hoffman error. ··
See also Fig. 7
More detail
T∞ came from eq 8 with ΔHc→sl = 0: 148, 228, 137, 146, 254 and 242 K for ibuprofen, phenylbutazone, tolnaftate, diclofenac, sorafenib and griseofulvin. This gives Tg − T∞ of 81, 42, 143, 145, 107 and 122 K, and Tm − T of 51, 82, 86, 147, 180 and 192 K. Because the Hoffman equation assumes small undercooling and Tg close to T∞, the authors expect errors for diclofenac and, to a smaller extent, for griseofulvin, sorafenib and tolnaftate; they report the largest deviations from the fitted line for these four drugs and conclude that the differences come from inaccuracies of the Hoffman estimate. · Two points qualify this: the text cites Fig. 6 for those deviations, but the pattern it describes is that of Fig. 7; and for sorafenib the Hoffman and Cp ratios are nearly equal (48.4, 48.6) despite 180 K of undercooling. ··
The glassy drugs separate at the supercooled-liquid, not the glass, "solubility"
Sorafenib separated at 0.532 μg/mL and griseofulvin at 355.96 μg/mL, close to the supercooled-liquid predictions (0.479, 356.44) and well below the glass predictions (0.725, 531.41). ···
More detail
Both drugs are glasses at 25 °C when dry, take up only an estimated 2.7% (griseofulvin) and 1.8% (sorafenib) water at water activity 1, and amorphous samples stored at 97% RH still had Tg of 88 and 49 °C; the authors therefore expected the new phase to be a glass. ··· Yet the measured onsets matched the supercooled-liquid predictions, and the glass predictions overshot (sorafenib 0.725 vs 0.532; griseofulvin 531.41 vs 355.96 μg/mL). ··· The authors read this as a new phase "much more relaxed" than a melt-quenched glass, with a heat capacity close to that of the supercooled liquid, which they find unsurprising because water likely raises molecular mobility; the phase could not be isolated because it crystallized quickly. · They conclude that the glassy drugs undergo GLPS but behave "phenomenologically the same" as the low-Tg drugs.
04Further observations
- The probe does not move the onset: phenylbutazone 53.2 μg/mL with pyrene, 53.6 by its own fluorescence. ·
- The water-saturated amorphous activity ranged from 0.999 (ibuprofen) to 0.699 (griseofulvin). ·
- Tolnaftate's reversing Cp is a straight line in temperature for each phase. ·
- Extinction onsets lie above fluorescence onsets for every drug. ··
More detail
- Probe control. With 2 μM pyrene, the phenylbutazone onset by the I3/I1 ratio was 53.2 μg/mL, against 53.6 μg/mL by autofluorescence; the authors conclude that the probe does not change the phase-separation concentration. ·
- Water in the amorphous phase. exp[−I(a2)] was 0.999, 0.997, 0.985, 0.932, 0.750 and 0.699 for ibuprofen, phenylbutazone, tolnaftate, diclofenac, sorafenib and griseofulvin, the lowest values for the two glassy drugs. Griseofulvin and sorafenib took up an estimated 2.7 and 1.8% water at water activity 1; after storage at 97% RH their Tg was 88 and 49 °C. ···
- Linear heat capacities. For tolnaftate, the reversing Cp of the glass (about 330 to 365 J/mol·K over 255–275 K), the supercooled liquid (about 484 to 504 over 285–308 K) and the crystal (about 395 to 437 over 318–356 K) each follow a straight line (Fig. 3). The authors take this as validating linear Cp for all six drugs, while noting that for much larger undercooling an expression with a 1/T² term (eq 4) describes Cp better and small errors may result. ··
- Two assays, one answer. Extinction onsets were above fluorescence onsets for every drug, for example 136.12 vs 125.74 μg/mL for ibuprofen and 0.636 vs 0.532 μg/mL for sorafenib. ··
- Where the Cp method applies. Only un-ionized, nonsolvated crystal forms that melt without degrading can be analysed; salts and hydrates are excluded, and only the reversing heat capacity is used.
- Solvent in the medium. The authors give the organic solvent as about 1% v/v; from the stock concentrations and onsets it was about 1.0–1.9% v/v at the extinction onset (extractor calculation). ··
05How the authors connect the findings
More detail
- When the concentration of dissolved drug exceeds the "solubility" of the water-saturated supercooled liquid or glass, any further drug added converts to a supercooled liquid or a glass, depending on its Tg, the temperature and the plasticization by absorbed water ("All of these results suggest").
- The new phase is only metastable: for all six drugs the turbidity lasted a few minutes before visible particles formed, as expected for drugs known to crystallize quickly; for griseofulvin without polymer, crystallization came first. ··
- The onset is therefore the amorphous "solubility", which the authors present as an alternative experimental route to it, particularly useful when the drug crystallizes too fast for a dissolution test, and as an indication of the maximum supersaturation a solubility-enhancing strategy can reach. ···
Low-Tg drugs. Ibuprofen, phenylbutazone, tolnaftate and diclofenac have Tg below 25 °C → the new phase is a supercooled liquid → onset at the supercooled-liquid prediction (Cp method), with tolnaftate above it. ···
High-Tg drugs. Griseofulvin and sorafenib remain glasses at 25 °C even at 97% RH → a glassy phase was anticipated → glass–liquid phase separation, but the onset matches the supercooled-liquid rather than the glass prediction → the new phase is "much more relaxed" than a melt-quenched glass, with a heat capacity closer to that of the supercooled liquid, "unsurprising" because water likely raises mobility and speeds relaxation. ···
What sets the predicted value. Eq 1 multiplies crystalline solubility, the water-saturated amorphous activity and exp(ΔG/RT). For ibuprofen and griseofulvin, with high crystalline solubility, small free-energy differences shift the predicted value by tens of μg/mL; for diclofenac the two free-energy methods themselves differ widely. The Hoffman approximation is valid only for small undercooling and Tg near T∞; diclofenac, high on both, shows the largest error. ···
Conclusion drawn. The Cp method gave "much closer values" to the onset than the Hoffman equation; "Based on the hypothesis that the LLPS concentration is governed by the 'solubility' of the amorphous supercooled liquid", the authors conclude that it estimates crystallization free energies more accurately.
06What it means for formulation
- The onset method measures amorphous "solubility" even for drugs that crystallize too fast for a dissolution test; griseofulvin's was obtained experimentally for the first time.
- The maximum supersaturation "may be useful" to predict gains in exposure from amorphous solid dispersions.
- The ceiling differs more than tenfold between drugs, so the gain from making a drug amorphous should be estimated drug by drug before formulating.
More detail
- The approach gives an alternative experimental route to the amorphous "solubility", "particularly useful" when the drug crystallizes quickly on dissolution; several fast crystallizers, including griseofulvin, were measured.
- It indicates the maximum theoretical supersaturation of a solubility-enhancing strategy, information that "may be useful to predict improvements in biological exposure" for amorphous solid dispersions or other supersaturating formulations.
- With fast crystallizers, a fluorescence check is "clearly essential" so that crystallization is not mistaken for liquid–liquid phase separation.
- A low level of dissolved HPMCAS-HF (100 μg/mL) delayed griseofulvin crystallization enough to reach glass–liquid phase separation. ·
- The Cp method needs an un-ionized, nonsolvated crystal that melts without degrading.
- A useful first estimate of the ceiling needs only the crystalline solubility, DSC data on crystal and amorphous forms, and one water-sorption isotherm. For high-melting drugs with a large Tg − T∞, the Hoffman shortcut can underestimate it by about half (diclofenac 27.71 μg/mL predicted against about 50 measured).
- For drugs that are glasses at the use temperature, the supercooled-liquid estimate, not the glass estimate, matched the measured onset here; the glass estimate overshot by about 40–50%.
- The ceiling was measured in buffer with about 1–2% organic solvent and, for griseofulvin, with dissolved polymer. It says nothing about how long supersaturation lasts: these drugs crystallized within minutes.
07Open questions
- Can the glassy new phase of griseofulvin and sorafenib be isolated and characterized before it crystallizes?
- How accurate are onsets and crystalline solubilities in the ng/mL range?
- Does dissolved HPMCAS-HF change griseofulvin's onset itself, or only delay crystallization?
- The Cp-method ranking assumes that onset equals amorphous "solubility"; no independent check was made.
More detail
- The new phase of griseofulvin and sorafenib could not be isolated for analysis because crystallization followed quickly; its relaxed, liquid-like state is inferred from the free-energy match and the probe response. ·
- At ng/mL concentrations (tolnaftate, sorafenib) the fluorescence detection limit and the crystalline solubility are uncertain, which the authors offer as the reason for the tolnaftate and sorafenib gaps.
- For much larger undercooling, a linear Cp may introduce small errors (eq 4).
- Whether 100 μg/mL HPMCAS-HF shifts griseofulvin's onset or crystalline solubility, rather than only delaying crystallization, was not tested: no polymer-containing crystalline solubility is reported.
- The claim that the Cp method is more accurate and the claim that onset equals amorphous "solubility" support each other; neither the free energy nor the amorphous solubility was measured independently.
- Why the 4-di-2-ASP peak shifts to longer wavelength with sorafenib but to shorter wavelength with tolnaftate is not discussed.
- The Cp fitting parameters are not printed, so the Cp-method free energies cannot be recomputed by a reader. ·
- Only 25 °C and ≈1–2% organic solvent were examined; whether onsets match those reached by dissolving an amorphous solid or an ASD was not tested. ·
08How solid
AI assessment, not a statement made in the paperTwo independent read-outs agree, and five of six onsets sit close to the Cp-method predictions. But the claim that the Cp method is more accurate partly assumes what it tests, its fitting parameters are not printed, tolnaftate misses by a factor of about 1.7, and the griseofulvin onset needed polymer in the buffer. ····
More detail
- Extinction and fluorescence onsets agree for every drug, within about 2–10 μg/mL for the μg/mL drugs, and a probe control shows the probe does not shift the onset. ··
- For ibuprofen, phenylbutazone, diclofenac and griseofulvin, the Cp-method supercooled-liquid predictions lie within about 3% of the fluorescence onsets. ·
- The Hoffman free energies and every eq 1 prediction recompute from the printed inputs. ·
- The glass prediction overshoots for both glassy drugs, a consistent pattern. ·
- The superiority of the Cp method is concluded "based on the hypothesis" that onset equals the supercooled liquid's "solubility", while the agreement is also the evidence for that hypothesis. ·
- Tolnaftate's onset is 1.7 times its prediction, and sorafenib's 1.1 times; the authors' explanation (detection limit) was not tested. ·
- The Cp-method inputs (a–f) are not printed, so ΔG, T∞ and the fitted ratios cannot be checked. ·
- The griseofulvin onset comes from a polymer-containing buffer; the supersaturation ratio uses a crystalline solubility measured without stated polymer.
- The R² values come from fits forced through the origin; the diclofenac extinction ratio is misprinted; the text cites the wrong figure for the Hoffman deviations. ··
- Sorafenib's probe shifts in the opposite direction to the stated behaviour of 4-di-2-ASP, and the onset criterion is not defined. ·
09Figure guide
Every figure and table of the paper, what it is there for, and what to check on the original. Key figures are shown with the story.
| Figure | What it does in the paper | Supports | Check (AI note) |
|---|---|---|---|
| Graphical abstract (p.484) | Summarizes the two parts of the paper: measured against predicted ratio, and an onset titration. | header | |
| Table 1 (p.485) | Design of the solvent-shift titration: pump speed, stock solvent and concentration, buffer pH for each drug. | 0.2 | |
| Table 2 (p.486) | Probe and probe concentration used for each drug. | 0.2 | |
| Table 3 (p.487) | HPLC conditions and calibration for the crystalline solubility assay. | ||
| Fig. 1 (p.488)key figure | Thermodynamic cycle for crystal → glass at 25 °C, with the partial enthalpy and entropy integrals. | F6 | A schematic, not data. |
| Fig. 2 (p.488)key figure | Thermodynamic cycle for crystal → supercooled liquid at 25 °C. | 0.2 | A schematic, not data. |
| Fig. 3 (p.489)key figure | Shows the linear reversing Cp of each phase that the Cp method relies on, for tolnaftate only. | 0.2 | |
| Table 4 (p.490) | Physicochemical and thermal properties, including the water-saturated amorphous activity. | 0.2 | |
| Fig. 4 (p.490)key figure | The core experiment: extinction and probe fluorescence against concentration for all six drugs. | F1, K1 | Sorafenib's 4-di-2-ASP peak shifts to longer wavelength; onset criterion not stated.· |
| Table 5 (p.491)key figure | Crystalline solubility, onsets by two methods and the supersaturation ratios. | F2, K6 | Diclofenac extinction ratio 51.6 recomputes to 54.3; griseofulvin onset with polymer.· |
| Table 6 (p.492) | Free energies by Hoffman and the Cp method and the predicted amorphous "solubilities". | F3, F4 | |
| Fig. 5 (p.492)key figure | Schematic of enthalpy or entropy against temperature, explaining why the glass carries more free energy. | F3 | A schematic, not data. |
| Table 7 (p.493) | ΔG, ΔH and ΔS for crystal → glass and crystal → supercooled liquid of sorafenib and griseofulvin. | F3 | |
| Table 8 (p.493)key figure | Predictions and measured onsets side by side; the only place onsets of tolnaftate and sorafenib are given to three decimals. | F6, K5 | |
| Table 9 (p.493) | Predicted enhancement ratios by both methods against measured fluorescence ratios. | F4, K3 | |
| Fig. 6 (p.493)key figure | Measured against Cp-method ratios with a line through the origin. | F4, K3 | R² is that of a through-origin fit. |
| Fig. 7 (p.494)key figure | Measured against Hoffman ratios with a line through the origin. | F4, F5, K4 | This is the figure the text's "Figure 6" deviations describe. |
| Table 10 (p.494) | T∞, Tg − T∞ and Tm − T for judging the Hoffman approximation. | F5, K4 |