In supersaturated enzalutamide solutions that contain amorphous nanodroplets, does the amount of polymer associated with the droplets decide how well a polymer delays crystallization?
No, not on its own. By NMR the droplets held about 41 w/w% Eudragit E PO against 13–25 w/w% HPMCAS, yet with droplets present Eudragit E PO solutions crystallized within about 1.5 h at all but one condition, while HPMCAS at 50–100 μg/mL kept 120 μg/mL enzalutamide supersaturated for about 7–9 h. ··
For enzalutamide in pH 6.5 phosphate buffer, nanodroplets made crystallization much harder to inhibit for HPMCAS, Eudragit E PO and P177, and the authors conclude that the droplets "tend to enhance" the crystallization tendency. ·· Both HPMCAS and Eudragit E PO partitioned into the droplets and lowered the enzalutamide concentration in solution to a similar extent, so the authors argue that the thermodynamic driving force was similar ("this suggests") and that association with the droplets "does not solely predict" inhibition. ··· They "propose" that an effective inhibitor must both distribute between the two phases and adopt a suitable conformation at the droplet/water interface, extended in the case of HPMCAS. ·· This conformation link comes from a 15 ns simulation of one polymer chain with a 10-molecule drug cluster; the conformation at a real droplet surface, the site of nucleation and the proposed desolvation barrier were not measured. ···
01Why this study
Above the amorphous solubility, drug-rich nanodroplets form by liquid–liquid or glass–liquid phase separation; they replace drug taken up across a membrane and keep supersaturation at its maximum.
Drug in the droplets and in solution has the same chemical potential, higher than that of the crystal.
Taylor 2016, ref 9
Good inhibitors split between water and droplets; more polymer on the droplets went with better inhibition.
Raina 2015, ref 10 · Ueda 2013, ref 11; Wang 2018, ref 12 ·
It is an effective crystallization inhibitor for this drug.
Wilson 2020, ref 13
More detail
What was already known. References are numbered as printed. The introduction and discussion build on these points:
- The polymer has several jobs in an ASD. It keeps the amorphous drug from crystallizing in the solid, helps release, and for many drugs delays crystallization from the supersaturated solution formed on dissolution; this last job matters for drugs that crystallize within biologically relevant times. (refs 1, 2)
- Nanodroplets form above the amorphous solubility. Below the amorphous solubility, the maximum concentration of free drug, the solution holds dissolved drug and polymer. Above it, amorphous nanodroplets form by liquid–liquid phase separation (LLPS, droplets above their Tg) or glass–liquid phase separation (GLPS, glassy droplets). Such droplets have been seen after ASD dissolution, after a pH change, after dissolution of a salt, on dilution of an organic drug solution and in aspirated human intestinal fluid. (Mosquera-Giraldo 2015, ref 4; refs 5–8, 47–50)
- Nanodroplets help absorption, if they do not crystallize. The droplets act as a depot that replaces absorbed drug, keeps supersaturation at its maximum and sustains membrane flux; in vitro and in vivo studies point to benefits of droplet-containing systems, but only if crystallization is avoided. The dissolving ASD can contain dissolved drug, droplets, undissolved particles and crystals at once. (Raina 2014, ref 6; Indulkar 2016, ref 7; Wilson 2018, ref 8; refs 53–56)
- The driving force is the same in both phases. In a droplet-containing solution the drug has equal chemical potential in droplet and solution, higher than the crystal; crystallization can therefore start in either phase or at their interface, and supersaturation does not rise further once the amorphous solubility is passed. (Taylor 2016, ref 9)
- Where the polymer goes was thought to matter. Raina et al. found that chemically diverse polymers distribute between water and droplets according to hydrophobicity (hydrophilic in water, amphiphilic in both, hydrophobic in the droplets), and that the effective inhibitors were those found in both phases; they suggested distribution between both phases as a criterion. (Raina 2015, ref 10) Ueda et al., with related HPMC derivatives, linked more polymer on the droplets to stronger inhibition, and Wang et al. found that polymer coprecipitating with posaconazole correlated with how long supersaturation lasted. (Ueda 2013, ref 11; Wang 2018, ref 12)
- Enzalutamide and HPMCAS. HPMCAS was already known to inhibit enzalutamide crystallization; P177, a cellulose ester from the Edgar group, came from the same line of work. (Wilson 2020, ref 13; Meng 2016, ref 14) ·
- Methods taken from earlier work. The induction-time method (Mosquera-Giraldo 2016, ref 15), the NMR depletion method (Ueda 2020, ref 18), TEM sample preparation (Mugheirbi 2017, ref 19) and the polymer–drug MD protocol (Mosquera-Giraldo 2018, ref 28). ···
What the paper set out to do. Explore how polymers change the crystallization of highly supersaturated enzalutamide solutions that contain amorphous nanodroplets, and in particular whether crystallization depends on the amount of polymer interacting with the drug-rich phase. Induction times were measured at different droplet amounts and polymer amounts, with HPMCAS and Eudragit E PO as a negatively and a positively charged polymer at intestinal pH; NMR measured how much of each polymer goes into the droplets, and TEM, fluorescence and MD looked at how the polymers meet the droplets. ···
02How they approached it
One drug, enzalutamide, below (30–40 μg/mL) and above (45–120 μg/mL) its stated amorphous solubility of 42 μg/mL, so the amount of droplets (0 to 78 μg/mL) becomes the variable. Three polymers at 2.5–100 μg/mL were compared by induction time, and two oppositely charged ones, HPMCAS and Eudragit E PO, were followed into the droplets. All work in pH 6.5, 50 mM phosphate buffer. ····
What was done
Enzalutamide 30–120 μg/mL from methanol stock into buffer with 0–100 μg/mL polymer→UV at 237 and 446 nm up to 12 h→induction times.··
Kruskal–Wallis test and a regression of inhibition at 720 min.··
Droplet systems with 25–100 μg/mL HPMCAS or Eudragit E PO→1H NMR of what stays dissolved→polymer and drug lost from solution.··
Centrifuged pellets→colorimetric polymer assay.·
TEM with EDX and FFT→where the polymer sits; amorphous or crystalline.··
DLS and zeta potential→droplet size and charge.··
Dansyl-labelled HPMCAS→polarity around the polymer.·
One polymer chain with a 10-molecule enzalutamide cluster in water, 15 ns MD→conformation, RDF, interaction free energy, interfacial area.··
Inhibition ranking set against association ranking for HPMCAS and Eudragit E PO.··
More detail
What was done
- Induction times. A 10 mg/mL methanol stock of enzalutamide was added to 35 mL of 50 mM phosphate buffer, pH 6.5, that already contained the polymer, to 30, 35, 40 (no droplets), 45, 70 or 120 μg/mL (3, 28 and 78 μg/mL of droplets, taking 42 μg/mL as the dissolved part). The induction time, nucleation plus growth to a detectable crystal, was read where absorbance at 237 nm fell while the signal at the non-absorbing 446 nm rose. Polymers were used at 2.5, 5, 50 and 100 μg/mL (the methods text prints other numbers, X1); P177 was predissolved in DMSO (1 ppm final). Runs were in triplicate and stopped at 12 h; temperature and stirring are not stated. ···
- Statistics. No-polymer times below and above 42 μg/mL were compared by Kruskal–Wallis. A regression with drug concentration, above/below GLPS, polymer type and polymer concentration as factors estimated the probability that crystallization was inhibited (no crystals by 720 min), with Eudragit, no polymer, 30 μg/mL drug and "above GLPS" as base case. ···
- Polymer distribution by NMR. HPMCAS (25–100 μg/mL) with 120 μg/mL enzalutamide, or Eudragit E PO (50, 100 μg/mL) with 70 μg/mL, was made by spiking a DMSO-d6 drug stock into 3 mL of buffer (10% D2O) at 37 °C and 1000 rpm, stirred 15 min or 1.25 h. Solution NMR with water suppression measured the polymer still dissolved against standard curves; polymer in the droplets was taken as the difference from the total, and the enzalutamide peak gave the drug still in solution. ···
- Colorimetric check. Droplets were pelleted by centrifugation; HPMCAS was assayed with phenol–sulfuric acid at 490 nm and Eudragit E PO as an acid orange V complex in chloroform at 480 nm, in pellet and supernatant. ·
- TEM. Samples taken before and after the induction time were cascaded onto carbon-coated grids and imaged at 200 keV; EDX located fluorine (drug only) and FFT distinguished amorphous from crystalline regions. ··
- DLS and zeta potential. Enzalutamide 45, 70 or 120 μg/mL with 0–100 μg/mL polymer, 300 rpm, 37 °C, 5 min; solution viscosity was measured and entered for the size calculation. ···
- Fluorescence. HPMCAS was labelled with a dansyl group (DS about 0.003, calculated from NMR integrals) whose emission rises and shifts to shorter wavelength in less polar surroundings; spectra of 50 and 100 μg/mL d-HPMCAS were recorded with 20–120 μg/mL enzalutamide, excitation 380 nm. ·····
- Molecular dynamics. A 12-unit Eud EPO chain or an ionized 10-monomer HPMCAS chain (three Na+ counterions) was equilibrated in SPC/E water (GROMACS, CHARMM, 310 K, 1 bar), then a 10-molecule enzalutamide cluster formed in the gas phase was placed 1–2 nm away; after equilibration a 15 ns production run gave snapshots, RDFs, an estimated interaction free energy, radius of gyration, SASA per atom and an interfacial area. ··
Key equations
The polymer missing from solution is assigned to the droplets; with the drug lost from solution this gives the w/w% polymer in the droplets of Table 2 (the w/w% relation itself is not printed).··
One aromatic dansyl proton (a) against the backbone protons (b, plus c from the label) and the measured backbone integral d gives the label DS x of about 0.003, a sparse label.·
The surface area the polymer and the drug cluster hide from water when they touch, averaged over the trajectory; larger for HPMCAS.·
Terms used on this page
- Amorphous solubility: the highest concentration of molecularly dissolved drug; beyond it the excess separates as a drug-rich phase (here 42 μg/mL).
- LLPS / GLPS: liquid–liquid or glass–liquid phase separation, giving droplets above or below their glass transition temperature.
- Nucleation induction time: time until crystals are detected, nucleation plus growth to a detectable size.
- Zeta potential: the electrical potential at the slipping plane of a particle; values beyond ±30 mV are usually taken to stabilize colloids by repulsion.
- Hydrodynamic diameter: particle size from DLS, including bound polymer and solvent.
- Radius of gyration (Rg) and SASA: measures of how extended a chain is and how much of it is exposed to water.
- RDF: radial distribution function, how likely polymer atoms are found at a given distance from drug atoms.
- Heterogeneous nucleation: nucleation on a surface or interface, which usually needs less driving force than nucleation in bulk.
03Main findings
Without polymer, enzalutamide crystallizes within 15 min, with or without droplets
Induction times were about 5–15 min from 30 to 120 μg/mL, and droplet-free and droplet-containing solutions did not differ significantly (Kruskal–Wallis p = 0.51). ··
More detail
Without polymer the mean induction time was about 15 min at 30 μg/mL, 9 at 35, 8 at 40, 5 at 45, 9 at 70 and 12 min at 120 μg/mL (n = 3). Grouping 30–40 against 45–120 μg/mL gave chi-square 0.4386 and p = 0.5078; the main text reads this as no difference, while the SI caption says the null hypothesis was rejected (X2). In the UV, crystallization showed as the 237 nm band falling from about 0.94 to 0.27 within 12 min at 70 μg/mL, with the baseline at 420–450 nm rising. ····
Droplets make crystallization much harder to inhibit
Crossing 42 μg/mL cut induction times sharply: HPMCAS 2.5 μg/mL from about 129 to 43 min, P177 2.5 μg/mL from about 453 to 73 min, Eudragit E PO 50 μg/mL from no crystallization in 12 h to about 91 min (40 → 45 μg/mL drug). More droplets needed more polymer. ······
More detail
With polymer, induction times were much longer below 42 μg/mL than above it. Besides the drops above, P177 at 5 μg/mL went from no crystallization at 40 μg/mL to about 589 min at 45 μg/mL. With more droplets, more polymer was needed: HPMCAS at 5 μg/mL prevented crystallization for 12 h at 45 and 70 μg/mL drug but gave only about 100 min at 120 μg/mL, where 50–100 μg/mL HPMCAS were needed to reach about 431–530 min. Over all data the regression gave the "below GLPS" term an estimate of +5.61 (p = 0.0017). The authors write that the results "demonstrate" that inhibition is much harder with droplets, that this "supports the conjecture" that droplets favour crystallization, and that the droplets "tend to enhance" the crystallization tendency, so drug evaluation should use drug and polymer concentrations like those from a dissolving ASD. The trend is not strictly monotonic with droplet amount: without polymer the times rose from 45 to 120 μg/mL, and some Eudragit E PO series barely changed across 42 μg/mL (X20). ···········
HPMCAS is the best inhibitor with droplets; Eudragit E PO the worst
At 120 μg/mL drug (78 μg/mL droplets), HPMCAS at 50 and 100 μg/mL gave about 431 and 530 min, P177 only about 71–125 min. Eudragit E PO, tested up to 70 μg/mL drug, crystallized within about 91 min with droplets except at 100 μg/mL with 45 μg/mL drug (about 417 min). ·······
See also Fig. 3
More detail
- HPMCAS. At 2.5 μg/mL it held 30 μg/mL drug for 12 h, but only about 294 and 129 min at 35 and 40 μg/mL and 43 and 33 min at 45 and 70 μg/mL. At 5 μg/mL nothing crystallized in 12 h from 35 to 70 μg/mL drug; at 120 μg/mL it gave about 100 min, rising to about 431 and 530 min at 50 and 100 μg/mL.
- P177. At 2.5 μg/mL no crystallization at 30 and 35 μg/mL, about 453 min at 40, 73 at 45 and 118 at 70 μg/mL; at 5 μg/mL none at 40, about 589 min at 45, 147 at 70 and 71 at 120 μg/mL; at 50 μg/mL none at 45 and 70 μg/mL, about 125 min at 120; at 100 μg/mL about 124 min at 120 μg/mL.
- Eudragit E PO. At 2.5 μg/mL about 26–43 min below 42 μg/mL and 34 and 5 min at 45 and 70 μg/mL. At 5 μg/mL about 267 min at 30 μg/mL but 52–63 min from 35 to 70 μg/mL. At 50 μg/mL no crystallization at 30–40 μg/mL, but about 91 and 66 min at 45 and 70 μg/mL; at 100 μg/mL about 417 min at 45 and 74 min at 70 μg/mL. It was not tested at 120 μg/mL drug because the drug crystallized rapidly. ··
- Statistics. Against Eudragit as base case, HPMCAS (+7.63, p = 5 × 10⁻⁷) and P177 (+6.78, p = 4 × 10⁻⁶) raised the probability of inhibition, while no polymer did not differ from Eudragit (−0.71, p = 0.70). The model has collinear terms (X3). ···
- Authors' reading. Eudragit E PO is the "least-effective" polymer, effective only at high polymer and low drug concentration; P177 is significantly better and "particularly effective" without droplets; HPMCAS is the most effective and at ≥50 μg/mL keeps supersaturation for several hours. Against a 180 min benchmark, set from mean gastric residence (1 h) and small intestinal transit (3 h) times, they write that below 42 μg/mL systems "tend to" stay supersaturated with enough polymer, and that above it "only HPMCAS" does; at 45 and 70 μg/mL drug, P177 at 50 μg/mL and Eudragit E PO at 100 μg/mL (45 μg/mL drug) also passed 180 min (X8). ········
Eudragit E PO makes up a larger share of the droplets than HPMCAS
By NMR the droplets held 40.8 and 41.0 w/w% Eudragit E PO (50 and 100 μg/mL, 70 μg/mL drug) against 12.7–24.7 w/w% HPMCAS (25–100 μg/mL, 120 μg/mL drug). The polymer removed from solution was similar in μg/mL, and colorimetry gave about 19–23 w/w% for both. ···
More detail
Of 50 and 100 μg/mL Eudragit E PO, 22.9 and 67.9 μg/mL stayed in solution; of 25, 50 and 100 μg/mL HPMCAS, 12.1–12.6, 28.4 and 67.4 μg/mL did. The HPMCAS share of the droplets rose from about 13 to 19 and 25 w/w% with polymer concentration, and was the same after 15 and 75 min of mixing, so distribution reached equilibrium within 15 min ("suggesting"). A paired t-test gave no difference between 50 and 100 μg/mL (p = 0.76) but a difference between Eudragit E PO and HPMCAS (p = 3.4 × 10⁻⁵). The authors had expected the poor Eudragit E PO performance to come from low association ("might arise"); instead they find it "apparent" that Eudragit E PO distributed more into the droplets, while noting that "there were less drug-rich nanodroplets" in its system. The two systems differ in total drug (70 vs 120 μg/mL), and in μg/mL the polymer leaving solution was about 27 and 32 for Eudragit E PO against 22 and 33 for HPMCAS at 50 and 100 μg/mL (X4). The colorimetric pellet assay, presented as independent confirmation that polymer is in the droplets, gave 9.6–20.4 w/w% HPMCAS and 22.5 and 18.9 w/w% Eudragit E PO (X5). ··········
Both polymers lower the drug concentration in solution to a similar extent
Enzalutamide in solution fell from 42 μg/mL to about 36.5, 29.5 and 20.5 μg/mL with 25, 50 and 100 μg/mL HPMCAS, and to about 30.5 and 23.5 μg/mL with 50 and 100 μg/mL Eudragit E PO. ·
More detail
Solution NMR sees only dissolved drug, so the loss of the enzalutamide signal measures how far the polymer in the droplets lowers the amorphous solubility, as expected when a second component mixes into the drug-rich phase. The decrease grew with polymer concentration and was about the same for both polymers, although the HPMCAS samples held 120 and the Eudragit E PO samples 70 μg/mL drug. The authors take this to mean ("this suggests") that the thermodynamic driving force for crystallization was similar for both polymers, so that other factors must explain the difference in inhibition. The 42 μg/mL reference is not an NMR value and its source is not given, and the enzalutamide peak position is printed inconsistently (X10, X11). ·······
The polymers sit at the droplet surface
TEM showed polymer-rich regions around fluorine-rich droplets (EDX fluorine 24 ± 6% vs 4 ± 2% with HPMCAS). Zeta potential followed the polymer charge: about −9 to −18 mV without polymer, −15.5 to −30 mV with HPMCAS, +9.5 to +15 mV with Eudragit E PO. Dansyl-HPMCAS gained emission peaks at 469 and 487 nm above 42 μg/mL. ·····
More detail
- TEM. With 120 μg/mL enzalutamide and 100 μg/mL HPMCAS, approximately spherical droplets of ∼100–200 nm (text) sat in HPMCAS-rich regions; FFT of the droplets showed no order (amorphous). After crystallization the drug showed lattice fringes and FFT spots in several orientations, and no polymer was seen around the crystals. At 500 μg/mL HPMCAS, 100–150 nm droplets were surrounded by 20–50 nm polymer aggregates. With Eudragit E PO (70/100 μg/mL) the droplets were larger and agglomerated, with polymer at their edges (fluorine 31.1 ± 14% vs 6.3 ± 5%), and crystalline agglomerates formed. The authors read the images as polymer associated with the droplets at the drug–water interface ("suggest"). The basis of the fluorine percentages is not stated (X12). ·····
- Zeta potential. Without polymer, about −16, −18 and −9 mV at 45, 70 and 120 μg/mL drug; with HPMCAS more negative (about −19 to −30 mV); with Eudragit E PO positive (about +9.5 to +15 mV). The authors attribute the change to polymer charge ("could be attributed"). Since nearly all values lie within ±30 mV, the cited limit for electrostatic stability, they conclude that the polymers "most likely" stabilize the droplets sterically. ···
- Fluorescence. d-HPMCAS emitted weakly near 535 nm in buffer and strongly near 500 nm in dichloromethane, so the label still senses polarity; it also inhibited like unlabelled HPMCAS and distributed the same way (data not shown). With enzalutamide, all spectra had a peak near 437 nm; below 42 μg/mL a broad band near 528–535 nm remained, and above it new peaks at 469 and 487 nm appeared, distinctly from 70 μg/mL, with higher intensity. The authors read two environments for the label, a less polar one at the droplets and a polar aqueous one ("This suggests"), and say these spectra "confirm" close interaction of HPMCAS with the droplets. No label-free drug spectra are shown (X19). ·······
HPMCAS keeps droplets small; Eudragit E PO does not
Without polymer the droplets grew from about 480 to 720 and 1665 nm at 45, 70 and 120 μg/mL drug; with HPMCAS they were about 115–350 nm, smallest at 50–100 μg/mL; with Eudragit E PO two populations appeared, the larger up to about 1500 nm. ··
More detail
Read from Fig. 9, HPMCAS gave about 320 and 255 nm at 45 μg/mL drug (2.5, 5 μg/mL), 300, 285, 125 and 115 nm at 70 μg/mL (2.5–100 μg/mL) and 350, 190 and 180 nm at 120 μg/mL (5–100 μg/mL). Eudragit E PO gave a single population of about 370 and 440 nm at 45 μg/mL with 2.5 and 5 μg/mL, and two populations elsewhere: about 700 and 215 nm at 45/50 μg/mL, and at 70 μg/mL about 1100 and 270, 715 and 305, 1235 and 260, 1500 and 180 nm for 2.5, 5, 50 and 100 μg/mL. The authors attribute the growth without polymer to agglomeration of the glassy droplets ("most likely") and conclude that HPMCAS stabilized the droplets better against size enlargement. Their text values (HPMCAS 200–400 nm, smallest 80 nm, Eudragit E PO 200–1100 nm, size roughly inverse to Eudragit E PO concentration) do not match the plotted bars (X6), and the larger Eudragit E PO sizes do not appear as peaks in the SI size distributions (X7). ······
In simulation HPMCAS is extended and binds the drug cluster more strongly
Over 15 ns the HPMCAS chain spread over the 10-molecule enzalutamide cluster (Rg about 1.38 nm against 0.69 nm for the globular Eud EPO), with a more negative interaction free energy (about −43 vs −28 kcal/mol) and a larger contact area (about 13 vs 8 nm²); the polymer–drug RDFs were similar. ····
More detail
Both chains stayed in contact with the drug cluster, and the RDFs peaked at about the same distance (about 1.0–1.1 nm), which the authors read as a comparable polymer–drug distance. The snapshots show Eud EPO as a compact coil beside the cluster and HPMCAS stretched across it. SASA per atom was about 0.063 nm² for Eud EPO and 0.088 nm² for HPMCAS, and the estimated interfacial area about 8.0 and 13.1 nm². The authors attribute the more negative free energy of HPMCAS to the larger surface its extended conformation offers ("explaining"; SI: "it is proposed"). The Eud EPO model's charge state and monomer ratio are not stated, and only one chain was simulated (X14). ······
04Further observations
- The dansyl label is sparse (DS about 0.003) and left inhibition and distribution unchanged. ·
- No polymer was seen around enzalutamide crystals in TEM.
- Eudragit E PO at 2.5 μg/mL with 70 μg/mL drug crystallized in about 5 min, against about 9 min without polymer. ·
- Eudragit E PO at 5 μg/mL held 30 μg/mL drug for about 267 min but 35–40 μg/mL for only about 52–56 min. ··
- High HPMCAS (500 μg/mL) formed its own 20–50 nm aggregates beside the droplets.
More detail
- A sparse label. The NMR integrals give a hydroxypropyl molar substitution of 0.69 and a dansyl-ethylene DS of about 0.003; d-HPMCAS inhibited crystallization and partitioned like the unlabelled polymer (data not shown). ···
- Crystals without polymer. In the HPMCAS system after crystallization, lattice fringes and multi-orientation FFT spots marked crystalline enzalutamide, and the authors note that no polymer was visible around the crystallized regions. ·
- Low Eudragit E PO can be worse than none. At 2.5 μg/mL Eudragit E PO and 70 μg/mL drug the induction time was about 5 min, against about 9 min without polymer; the authors do not comment on it. ·
- A sharp polymer threshold below 42 μg/mL. Eudragit E PO at 5 μg/mL kept 30 μg/mL drug for about 267 min, but 35 and 40 μg/mL only about 52 and 56 min; at 50 μg/mL nothing crystallized at 30–40 μg/mL. The SI bullet says that raising polymer 10-fold (5 to 50 μg/mL) "will likely inhibit" crystallization. ······
- Polymer aggregates. At 500 μg/mL HPMCAS and 120 μg/mL drug, TEM showed 100–150 nm droplets among smaller, lighter polymer aggregates of 20–50 nm.
05How the authors connect the findings
More detail
- Once the amorphous solubility is reached, extra drug forms the droplet phase, and the chemical potential of the drug stays equal in both phases; crystallization can therefore start in the droplets, in solution or at their interface. An effective polymer must prevent crystallization in each place, which "requires" it to associate with the drug in each phase. ·
- Heterogeneous nucleation at an interface usually proceeds more readily than nucleation in bulk, and additives at an interface can speed or slow it. The authors see the droplet/solvent interface as "likely" a highly favourable nucleation site, which fits their finding that inhibition is much harder with droplets, with a marked drop just above 42 μg/mL. ··
- Without droplets, Eudragit E PO at 50 μg/mL inhibited as effectively as HPMCAS, so its weakness "appears to be related" to inhibition in the droplet phase or at the droplet/bulk interface. One possible explanation, that the polymer lowers the drug chemical potential in the droplets to a different extent, was tested: both polymers lowered the solution concentration equally, so the driving force is similar ("this suggests"). ····
- All three methods put the polymers at the droplet surface: TEM, zeta potential and MD.
[+] HPMCAS. Hydrophobic regions plus ionized succinate groups make it amphiphilic and "should" draw it to the droplets; in MD the ionized chain lies extended over the drug cluster → larger interaction area and a more negative interaction free energy → adsorbed polymer must desorb before drug joins a nucleus, a desolvation barrier "expected to be larger" for HPMCAS → long induction times even with 78 μg/mL droplets. ·····
[-] Eudragit E PO. Its hydrophobic moieties and ionized amino groups led the authors to expect HPMCAS-like behaviour ("might be anticipated") and it does load the droplets; but in MD the chain stays globular → smaller interaction area and weaker interaction → crystallization within about 1.5 h at most droplet-containing conditions. This matches the group's earlier finding that polymers with strong intramolecular interactions in water "tend to be" poorer inhibitors. ····
What sets the switch point. How the polymer is arranged at the droplet/water interface: the MD "revealed" that conformation "may be critical", and stabilization against crystallization "may be mediated" by drug–polymer interactions at that interface.
Conclusion drawn. "Thus, we propose" that the polymer must first distribute between the aqueous and the drug-rich phase and second adopt a certain conformation at the interface to prevent formation or growth of embryonic crystals; in the abstract, association with the droplets "does not solely predict" inhibition, and the authors add that "additional mechanisms may also be important". ··
06What it means for formulation
- Test crystallization inhibitors at drug and polymer concentrations like those from a dissolving ASD, since droplets change the outcome. ·
- With droplets present, HPMCAS was the only polymer that held 120 μg/mL enzalutamide beyond the 180 min benchmark. ··
- Screening inhibitors only below the amorphous solubility can overrate a polymer such as Eudragit E PO.
- The amount of polymer partitioning into droplets is not a sufficient selection criterion; no simple measurable descriptor of interfacial conformation was tested here.
More detail
- When polymers are compared by induction time, drug and polymer concentrations "should" be chosen to resemble those generated by dissolving an ASD dosage form, because droplets make inhibition harder and change how much polymer is needed. ·
- Relative to a 180 min benchmark, set from mean gastric residence (1 h) and small intestinal transit (3 h) times, droplet-free systems "tend to" stay supersaturated with enough polymer, while above the amorphous solubility only HPMCAS held 120 μg/mL drug long enough; for acid-soluble polymers such as Eudragit E PO the gastric residence time also counts. ··
- An effective inhibitor for droplet-containing solutions must distribute between both phases and adopt a suitable conformation at the droplet interface ("we propose").
- Screening inhibitors only below the amorphous solubility can overrate a polymer: Eudragit E PO at 50 μg/mL looked as good as any polymer without droplets and failed with them.
- For an ASD that forms nanodroplets on dissolution, the polymer released with the drug has to protect the droplet interface; HPMCAS did so for enzalutamide at 50–100 μg/mL, while a cationic polymer that loads the droplets heavily did not.
- The partitioning measurement used here (polymer depletion) is not a sufficient selection criterion on its own; conformation at the interface is offered as the missing factor, but no experimental descriptor of it was tested.
07Open questions
- Other mechanisms may also contribute; further studies are "clearly warranted".
- Association was compared at different drug totals (70 vs 120 μg/mL), and colorimetry did not reproduce the ranking. ·
- Where nucleation starts, and the conformation at a real droplet surface, were not measured. ·
More detail
- Additional mechanisms beyond distribution and interfacial conformation "may also be important", and further studies are "clearly warranted".
- The association ranking rests on NMR at 70 μg/mL (Eudragit E PO) against 120 μg/mL drug (HPMCAS); in μg/mL similar amounts of polymer left solution, and the colorimetric assay gave about 19–23 w/w% for both. Association at equal drug and polymer concentrations was not measured. ·
- Whether crystals nucleate in the droplets, at the interface or in solution, and whether HPMCAS is extended at a real droplet surface, were not measured; the desolvation barrier was inferred from a simulated interaction energy. ··
- The MD used one short chain per polymer and a 10-molecule cluster; the charge state of the Eudragit E PO model is not stated.
- Only one drug and two polymers were compared for association; membrane flux and in vivo performance were not tested.
08How solid
AI assessment, not a statement made in the paperThe induction-time data are direct and cover many conditions, so the droplet effect and the polymer ranking are solid. The headline contrast, more association but worse inhibition, rests on NMR at different drug totals that a colorimetric check did not reproduce, and the interface mechanism rests on a small, short simulation. ···
More detail
- The drop in induction time on crossing 42 μg/mL is large and seen for HPMCAS, P177 and Eudragit E PO, in triplicate. ·
- HPMCAS outperforms the other polymers at 120 μg/mL drug, and Eudragit E PO is weak at every droplet-containing condition but one. ··
- Polymer and drug depletion were measured directly by NMR with standard curves, and the distribution was stable between 15 and 75 min. ··
- Zeta potential sign follows polymer charge at every condition, consistent with polymer on the droplet surface.
- Eudragit E PO and HPMCAS were compared at 70 and 120 μg/mL drug; the higher Eudragit E PO share reflects a smaller droplet mass with a similar amount of polymer leaving solution.
- The colorimetric "independent confirmation" gives about 19–23 w/w% for both polymers, so it does not support the ranking.
- The mechanism (interfacial conformation, desolvation barrier) rests on one chain, a 10-molecule cluster and 15 ns, with an unstated Eudragit charge state. ·
- Several text statements do not match the plotted data: droplet sizes, "only HPMCAS" above 42 μg/mL, and a monotonic droplet effect. ··
- Statistical reporting is inconsistent (null hypothesis accepted vs rejected; collinear regression terms). ·
- The 42 μg/mL amorphous solubility has no stated source, and induction-time temperature and stirring are not given. ·
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.836) | Summarizes the argument: HPMCAS slow and Eudragit E PO fast crystallization, with TEM and MD thumbnails. | header | A schematic, not data. |
| Fig. 1 (p.837)key figure | Defines the three polymers and the drug. | 0.2 | |
| Table 1 (p.839) | Substituent pattern of the 10-monomer HPMCAS model chain. | F8 | |
| Fig. 2 (p.840)key figure | Baseline: without polymer, crystallization in 5–15 min below and above 42 μg/mL. | F1 | Table S3-1 caption contradicts the text on the test result. |
| Fig. 3 (p.841)key figure | The core data: induction times for three polymers at four polymer levels across the 42 μg/mL step. | F2, F3, K1, K2 | Methods print other polymer levels; one no-error-bar bar crystallized.· |
| Fig. 4 (p.841)key figure | Replots every replicate in 3D with the 180 min plane. | F3 | |
| Table 2 (p.842)key figure | The association data: polymer left in solution and w/w% in the droplets by NMR. | F4, K3 | Different drug totals; colorimetry disagrees.· |
| Fig. 5 (p.842)key figure | Drug left in solution falls equally with both polymers. | F5, K5 | 42 μg/mL bar has no stated source. |
| Fig. 6 (p.842)key figure | Polymer around amorphous droplets; polymer-free crystals; polymer aggregates. | F6, K6 | EDX percentage basis not stated. |
| Fig. 7 (p.843)key figure | Larger, agglomerated droplets and crystals in the Eudragit E PO system. | F6 | |
| Fig. 8 (p.843)key figure | Zeta potential follows polymer charge, all within ±30 mV. | F6, K6 | |
| Fig. 9 (p.843)key figure | Droplet size without polymer, with HPMCAS and with Eudragit E PO. | F7, K7 | Text sizes differ from the bars; statistic not stated.· |
| Fig. 10 (p.844) | Shows the label still senses polarity (buffer vs dichloromethane). | F6 | |
| Fig. 11 (p.844)key figure | New emission peaks of d-HPMCAS above 42 μg/mL drug. | F6, K6 | No label-free spectra shown. |
| Fig. 12 (p.844)key figure | Snapshots: globular Eud EPO vs extended HPMCAS on the drug cluster. | F8, K8 | Model charge state of Eud EPO not stated. |
| Fig. 13 (p.844) | Similar polymer–drug RDFs for both chains. | F8 | |
| Fig. 14 (p.845)key figure | More negative interaction free energy for HPMCAS. | F8, K8 | One chain, 15 ns. |
More detail
| Figure | What it does in the paper | Supports | Check (AI note) |
|---|---|---|---|
| Figs. S1-1 to S1-3, eqs. S1-1 to S1-5 (SI p.2-5) | NMR characterization and DS of the dansyl label. | 0.4 | Coefficient 0.64 should be 0.63. |
| Fig. S2-1 (SI p.6) | Example UV spectra used to read induction times. | F1 | |
| Tables S3-1 to S3-4 (SI p.6-8) | Statistics on induction times and on association. | F1, F3, F4 | Caption contradicts text; collinear regression terms.· |
| Table S4-1 (SI p.9) | Colorimetric polymer distribution offered as confirmation. | F4 | Does not reproduce the NMR ranking. |
| Fig. S5-1 (SI p.10) | FFT of the Fig. 6a droplets, no order. | F6 | Section heading names a different sample. |
| Figs. S6-1 to S6-4 (SI p.10-11) | DLS size distributions with Eudragit E PO. | F7 | Peaks do not match the Fig. 9 large-population bars. |
| Fig. S7-1 (SI p.12-13) | Rg, SASA per atom and interfacial area from MD. | F8, K8 |