Does adsorption of ritonavir to SBA-15 from supersaturated solution explain incomplete release from ritonavir-loaded SBA-15, and can surfactants displace the bound drug?
For ritonavir on one SBA-15, largely yes: adsorption rose to 424 mg/g near the amorphous solubility, and on dilution release stopped near 60% with 100–110 mg/g still bound, close to the BET monolayer (103 mg/g). Vit E TPGS freed more drug; SDS did not. Bound amounts during release were calculated, not measured. ······
For ritonavir on one SBA-15 silica in pH 6.8 phosphate buffer at 37 °C, the authors conclude that the silica adsorbs drug extensively from subsaturated through supersaturated solution, more as supersaturation rises and beyond monolayer coverage, as multilayers that a liquid-phase BET model describes best. ··· In their reading, hydrogen bonding to surface silanols is the main interaction ("collectively indicates") and "appears to drive" adsorption at low concentration, while the raised thermodynamic activity of the supersaturated drug drives the further uptake ("can be proposed"), ending in pore filling ahead of LLPS ("we believe"). ·· Release on dilution stops at about the BET monolayer, which they read as partially irreversible adsorption ("hypothesized" to reflect strong drug–silanol hydrogen bonds) and as showing that adsorption isotherms explain incomplete release from mesoporous carriers; a neutral surfactant with hydrogen-bond acceptors "demonstrates" competitive displacement, while anionic SDS is "unlikely" to compete on the negatively charged silica. ···· Key links were inferred, not measured: the drug left on the silica during release was calculated from solution data, drug activity was not determined, and the hydrogen bonds were shown only in dry, methanol-loaded solids; the authors "expect" similar behaviour for other poorly soluble drugs, with preliminary data on two further compounds not shown. ····
01Why this study
Ritonavir-loaded SBA-15 supersaturated the medium, but release fell with dose and never reached 100%, even on dilution.
Dening 2018, ref 6; refs 3, 12–18
Drug on the silica was thought to exchange with drug in solution, more being adsorbed at higher supersaturation.
Dening 2018, ref 6; Mellaerts 2008, ref 12 ·
Binding to high-energy silica lowers the drug's chemical potential.
Qian 2012, ref 7; refs 8–10
Drug adsorbed by SBA-15 was not fully released, but only subsaturated solutions were studied.
McCarthy 2018, ref 23; Bui 2009, ref 24
More detail
What was already known. The introduction and discussion build on these points:
- Why mesoporous silica. Up to 90% of drug candidates are poorly soluble (refs 1, 2). Ordered mesoporous silica (OMS) such as MCM-41 and SBA-15 has surface areas of 500–1000 m²/g; drug held in its 2–30 nm pores stays non-crystalline at a lower Gibbs free energy, and under non-sink conditions water displaces it from the surface, giving a supersaturated solution. (refs 3–14; Van Speybroeck 2009, ref 5)
- Incomplete release is the rule. In the group's earlier study, ritonavir-loaded SBA-15 supersaturated both phosphate buffer and FaSSIF, but percent release fell significantly as dose and theoretical supersaturation (S) rose, and complete release was never reached, even when the medium was diluted towards sink. Other groups had also seen incomplete release from OMS under supersaturating conditions. (Dening 2018, ref 6; refs 3, 12–18)
- The suspected cause. A dynamic equilibrium was proposed: adsorbed drug + solvent in solution ⇌ adsorbed solvent + drug in solution, shifting towards adsorption at higher dose and S. Because the solution is supersaturated, this equilibrium is metastable: crystallization would reach a lower energy. (Dening 2018, ref 6; Mellaerts 2008, ref 12) ·
- Why adsorption should grow with supersaturation. The large surface area gives OMS a high surface free energy; adsorbed drug sits in a more stable state, so adsorption lowers the solute chemical potential and is "likely" what shifts the equilibrium as S rises. Adsorption is thus an alternative to crystallization for lowering chemical potential. (Qian 2012, ref 7; Rengarajan 2008, ref 8; refs 9, 10)
- Solution behaviour little studied. The physical state of drug in OMS and its interactions in the solid state had been characterized (refs 19–22), but the thermodynamics of loaded OMS in solution had not. McCarthy et al. studied adsorption by SBA-15 and nonporous Aerosil 200 during sink dissolution (ref 23), and Bui and Choi the adsorption of five drugs from solution by SBA-15 (ref 24). Both found incomplete desorption, read as strong, not fully reversible binding, but both worked below the crystalline solubility.
- How adsorption from solution is usually described. OMS removes hydrophobic drugs from water efficiently (refs 24, 49, 50), and such data are usually fitted with Langmuir or Freundlich isotherms (refs 23, 24, 49, 50, 52–54). A BET form adapted to liquids (Ebadi 2009, ref 28) had been used for adsorption from solution (refs 32, 33), for a drug on OMS (ref 56), and for poorly water-soluble liquids up to their saturation concentration (Hansen 1949, ref 57).
What the paper set out to do. First, measure the adsorption isotherm of ritonavir on SBA-15 into the supersaturated range and use FTIR and XPS to identify the interaction, testing the hypothesis that incomplete release under supersaturating conditions comes from adsorption that becomes more favourable as supersaturation increases. Second, run release tests with monomeric and micellar neutral and anionic surfactants, testing the hypothesis that surfactant molecules compete for the surface, displace adsorbed ritonavir and increase release. The authors call this the first report of drug adsorption by mesoporous materials under supersaturating conditions. ··
02How they approached it
One non-ionized drug and one silica: measure how much drug the silica holds at each concentration, probe how it is held, and compare with the drug left on the silica during release. Phosphate buffer pH 6.8, 37 °C, unless noted. ···
What was done
SBA-15 in pH 6.8 buffer, 37 °C→ritonavir added at Ci 0.625–30 μg/mL→adsorbed amount Qa by solution depletion.·
Crystalline and amorphous solubility in buffer and in each surfactant medium.·
Langmuir, Freundlich and liquid-phase BET fitted to the isotherm→BET first-layer capacity Qm.·
Probes in solution: pyrene, 5 M urea, NaCl→polarity and type of binding.·
Silica loaded from methanol→FTIR and XPS→which groups bind.··
Loaded SBA-15 dosed at the amorphous solubility of SDS or Vit E TPGS media→release over 120 min.
Release in buffer and under sequential dilution, theoretical S from 7.8 to 1.0 (ref 6).
Drug left on the silica, calculated from solution concentrations, against the BET Qm (Figs. 8, S6).··
More detail
What was done
- Solubility. Crystalline solubility: excess form II crystals shaken 48 h at 37 °C, centrifuged, supernatant analysed by HPLC. Amorphous solubility (the concentration at which liquid–liquid phase separation, LLPS, starts): methanolic drug added to the medium and the drug-rich phase pelleted at once by centrifugation. Buffer-only values come from ref 6. n = 3. ··
- Adsorption isotherm. 500 μg SBA-15 in 40 mL buffer, pre-equilibrated 60 min at 37 °C and 300 rpm; methanolic ritonavir added to Ci 0.625–30 μg/mL (methanol 0.01–0.3%, taken as negligible); 30 min equilibration (shown adequate in preliminary runs); centrifugation and HPLC of the supernatant. The adsorbed amount is Qa = (Ci − Ce)V/m. Above the crystalline solubility this is a metastable equilibrium, held because nothing crystallized. n = 3. ····
- Isotherm fits. Linear Langmuir and Freundlich fits, and a nonlinear BET fit in the liquid-phase form of Ebadi et al. with an infinite number of layers. ···
- Probes in solution. Pyrene fluorescence (I1/I3) in buffer, with SBA-15, with LLPS ritonavir (50 μg/mL), and with ritonavir 30 μg/mL plus SBA-15. Adsorption with and without 5 M urea at Ci 27.5 μg/mL. Adsorption in distilled water, 0.1 M and 0.5 M NaCl at Ci 2.5, 7 and 14 μg/mL. n = 3. ····
- Solid-state probes. Ritonavir loaded into SBA-15 by incipient wetness from methanol (25 mg drug per 75 mg silica), dried 24 h at 40 °C and 48 h under vacuum. ATR-FTIR on crystalline, amorphous, physical-mixture, loaded (38% and 22% w/w) and blank samples; XPS (O 1s, Si 2p) on blank SBA-15, amorphous ritonavir and the 22% w/w loaded sample. ···
- Materials. SBA-15 from Glantreo: 7.1 nm pores, pore volume 0.80 cm³/g, surface area 586 m²/g. Ritonavir has pKa values of 1.8 and 2.6 and is non-ionized at pH 6.8. Surfactants: Vit E TPGS (CMC 212 μg/mL in water) at 28 μg/mL (monomeric) and 500 μg/mL (micellar); SDS (CMC 2.4 mg/mL) at 28 μg/mL (monomeric); both CMCs are cited values. ···
- Release with surfactants. Loaded SBA-15 dosed into 75 mL medium so that full release would equal the amorphous solubility of that medium (28 μg/mL; 77 μg/mL with micellar Vit E TPGS); sampled over 120 min with centrifugation; the surfactant-free profile comes from ref 6. n = 3. ·
- Sequential dilution. Release data from ref 6: dosed at 28 μg/mL in 50 mL, sampled every 15 min for 180 min, with buffer added every 30 min so that theoretical S fell 7.8 → 3.9 → 2.6 → 1.9 → 1.3 → 1.0. This paper calculated the drug left on the silica at each step. n = 2. ··
Key equations
The amount adsorbed is built from a first layer of capacity Qm, held with constant KS, and further layers held more weakly with constant KL; it grows without bound as Ce approaches 1/KL. Fitted with an infinite number of layers, it gave R² 0.94, Qm 103 mg/g, KS 1.169 and KL 0.031 mL/μg, and Qm is the value the release floor is later compared with.··
In gas-phase BET, 1/KL gives the saturation vapour pressure; by analogy the authors propose that 1/KL is the saturation concentration of the liquid drug phase, the amorphous solubility. The fit gives 32.7 μg/mL against a measured 27.9 μg/mL.··
A higher supersaturation S means a higher chemical potential μ and activity a of the drug than at crystalline saturation (*). The authors use it to argue that the drive to adsorb onto high-energy silica grows with S; activity itself was not measured.·
Terms used on this page
- Ordered mesoporous silica (OMS): silica with regular pores 2–30 nm wide and a very large surface; SBA-15 is one kind.
- Adsorption isotherm: the amount adsorbed per gram of silica (Qa, mg/g) against the concentration left in solution at equilibrium (Ce); Ci is the concentration added.
- Crystalline and amorphous solubility: the concentration in equilibrium with the crystal, and the higher concentration at which drug-rich droplets form (LLPS). Supersaturation ratio S = concentration / crystalline solubility; theoretical S is the value if the whole dose dissolved.
- Theoretical monolayer (253 mg/g, from ref 6): the drug needed to cover the whole surface with one layer. Qm: the first-layer capacity given by the BET fit.
- Langmuir: one layer on identical sites. Freundlich: an empirical power law. BET: multilayers, with the first layer held most strongly.
- Silanol: an Si–OH group on the silica; isolated silanols are not hydrogen-bonded to neighbours. Siloxane: Si–O–Si, the hydrophobic part of the surface.
- Pyrene I1/I3: the ratio of two emission peaks of pyrene; it falls when pyrene sits in a less polar environment.
- CMC: critical micelle concentration; below it a surfactant is monomeric, above it micellar.
- XPS binding energy: the energy needed to remove a core electron. In the authors' reasoning, a hydrogen bond lowers it for the donor oxygen (silanol) and raises it for the acceptor oxygen (carbonyl).
03Main findings
The more supersaturated the solution, the more ritonavir the silica takes up
Adsorbed ritonavir rose from 39 mg/g at Ci 0.625 μg/mL to 424 mg/g at Ci 30 μg/mL (Ce about 25 μg/mL), well past the 253 mg/g theoretical monolayer, with no crystallization. ·
More detail
Read from Fig. 1, Qa climbed steeply at the lowest concentrations (about 39 to 106 mg/g as Ce rose from about 0.1 to 6.3 μg/mL), rose more gently and with scatter between Ce about 8.5 and 19.6 μg/mL (about 129–251 mg/g), and climbed steeply again near the amorphous solubility (about 262, 349 and 423 mg/g at Ce about 21.9, 23.1 and 24.7 μg/mL). Most added and equilibrium concentrations lay above the crystalline solubility of 3.6 μg/mL, so most points are supersaturated, and no crystallization was seen. The three highest points exceed the 253 mg/g theoretical monolayer calculated in ref 6. The mass balance reproduces the printed top value: Qa 424 mg/g gives Ce 24.7 μg/mL. ··· At that top point the adsorbed drug fills about 0.4 cm³/g, about half the 0.8 cm³/g pore volume. ·· The authors write that the data "clearly demonstrated" adsorption rising with supersaturation, and that adsorption went "well past" the monolayer. They describe the range as reaching "slightly above the amorphous solubility"; that holds for Ci, while the highest Ce was about 25 μg/mL. ··
A multilayer (BET) model fits; its monolayer is 103 mg/g
BET fitted best (R² 0.94; Freundlich 0.85, Langmuir 0.64), giving a first-layer capacity Qm of 103 mg/g and a 1/KL of 32.7 μg/mL, near the amorphous solubility (about 28). ···
See also Fig. 1
More detail
The linear Langmuir plot (1/Qa against 1/Ce) gave R² 0.64 and the linear Freundlich plot R² 0.85. The nonlinear liquid-phase BET fit gave R² 0.94 with Qm 103 mg/g, KS 1.169 and KL 0.031 (printed as μg/mL⁻¹; dimensionally mL/μg), so 1/KL = 32.7 μg/mL. With these values the BET equation returns 430–436 mg/g at the top point, against 424 measured. ····· The authors call Langmuir and Freundlich "clearly not appropriate" and say BET fits best "most likely" because it captures multilayer adsorption driven by supersaturation. They note that BET assumes a homogeneous surface without lateral interactions, while the mixed silanol population of silica is expected to cause deviations at low activity. ··· They read Qm as the number of specific binding sites, the silanols, in the presence of co-adsorbed water ("it is feasible"), and explain why it is so far below 253 mg/g by a mixed solute–water film and a heterogeneous surface. Two kinds of monolayer must therefore be told apart, site saturation and full-surface coverage, and ritonavir exceeded both. ··· Finally, by analogy with the saturation vapour pressure in gas-phase BET, they "propose" that 1/KL is the saturation concentration of the liquid drug phase, that is, the amorphous solubility; 32.7 μg/mL is 17% above the measured 27.9 μg/mL. ··
Urea cuts adsorption; salt does not change it
5 M urea lowered adsorption at Ci 27.5 μg/mL from 259 to 169 mg/g (p < 0.05); raising NaCl from 0 to 0.5 M in water changed nothing significantly at three concentrations. ·
More detail
Urea is a strong hydrogen-bond acceptor, so it should reduce adsorption if hydrogen bonding matters; added salt "salts out" hydrophobic solutes, so it should increase adsorption if hydrophobic forces matter. With 5 M urea in the buffer, Qa fell from 259 ± 31 to 169 ± 37 mg/g (p < 0.05), a drop of about a third. In distilled water, 0.1 M and 0.5 M NaCl, Qa read from Fig. 3 was about 91–95 mg/g at Ci 2.5 μg/mL, 162–182 mg/g at Ci 7 μg/mL and 249–294 mg/g at Ci 14 μg/mL, with no significant difference between media at any level (p > 0.05). This series used water and NaCl solutions, not the phosphate buffer of the isotherm. ·· The authors' reading: the urea result "suggests" that hydrogen bonding is an important interaction, including from supersaturated solution, and the salt result "suggests" that the interaction is not driven by hydrophobic forces, which they found unexpected for a drug with log P 5.98. ·
In drug-loaded silica, ritonavir appears hydrogen-bonded to isolated silanols
In silica loaded from methanol, the 3749 cm⁻¹ band of isolated silanols vanished (a physical mixture kept it), and the O 1s peak sat at 532.5 eV, between silanol (533.2 eV) and ritonavir carbonyl (531.3 eV). ·
More detail
FTIR. Blank SBA-15 shows an isolated-silanol band at 3749 cm⁻¹; ritonavir does not absorb there. The band stayed in the physical mixtures (38% and 22% w/w) but disappeared in both loaded samples (38% and 22% w/w); the authors take this as evidence that isolated silanols hydrogen-bond to ritonavir and shift into the 3300–3600 cm⁻¹ hydrogen-bonded range (that region of the loaded samples is not shown). · In the carbonyl region, crystalline ritonavir has peaks at 1702, 1659 and 1609 cm⁻¹ (carbamate, ureido, amide), all kept in the physical mixture ("no interaction"). Amorphous ritonavir has a broadened carbamate band at 1704 cm⁻¹ and one broad ureido/amide band at 1627 cm⁻¹. Loaded ritonavir shows two broad bands, at 1715 cm⁻¹ (weaker) and 1654 cm⁻¹ (stronger), which the authors read as a changed hydrogen-bonding environment of the acceptor groups. The N–H/O–H band of loaded drug (3500–3130 cm⁻¹) resembled that of amorphous drug. ····
XPS. O 1s of blank SBA-15 sits at 533.2 eV (silanol); amorphous ritonavir shows components at 531.3 (carbonyl), 532.4 (ether) and 533.6 eV (OH). The loaded sample gave one broad peak at 532.5 eV. A hydrogen bond should lower the energy of a donor oxygen and raise that of an acceptor oxygen, so the intermediate value "suggests" hydrogen bonds with silanol as donor and carbonyl as acceptor. Si 2p was about 0.5 eV lower in the loaded sample (0.5–0.7 eV read from Fig. S5). The broad peaks point to several environments. ····
All spectroscopy was done on dried samples loaded from methanol, not on silica that had adsorbed drug from water.
On dilution, release stops when about one BET monolayer is left on the silica
Diluted from theoretical S 7.8 to 1.0, release rose from about 40% to 60% by 75 min, then stopped; drug left on the silica fell from about 170 to 100–110 mg/g, close to Qm (103 mg/g). ·
More detail
In the sequential-dilution test (release data from ref 6, adsorbed amounts calculated here; n = 2), release read from Fig. 8 was about 41, 57, 60, 66, 64 and 62% at theoretical S 7.8, 3.9, 2.6, 1.9, 1.3 and 1.0, and the drug left on the silica about 170, 125, 114, 98, 105 and 110 mg/g. In the authors' words, release rose from about 40% to 60% after 75 min (S 2.6) and then "did not change", despite more favourable conditions, while the bound drug stayed at 100–110 mg/g from 75 min on. · They call the match with Qm an "excellent correlation" and say Fig. 8 "clearly demonstrates" that adsorption is partially irreversible, so release proceeds only down to monolayer adsorption. The irreversibility is "hypothesized" to come from strong hydrogen bonds to silanols, and incomplete release on dilution is taken as further support that silanols are the main binding sites. ··
A neutral surfactant frees bound drug; an anionic one does not
Maximum release was 50% in buffer, 61% and 69% with monomeric and micellar Vit E TPGS, and unchanged with SDS; drug left on the silica was 146 (buffer) and 135 mg/g (SDS) against 90 and 72 mg/g (Vit E TPGS). ··
More detail
Solubility first. Monomeric SDS and Vit E TPGS (28 μg/mL) raised the crystalline solubility from 3.6 to 6.6 and 11.8 μg/mL, and micellar Vit E TPGS (500 μg/mL) to 14.9 μg/mL. The amorphous solubility stayed at 26.8–27.7 μg/mL below the CMC and rose to 76.6 μg/mL with micelles. Each release test was dosed at the amorphous solubility of its medium. ··
Release. In buffer, release reached its maximum, 14 μg/mL or 50%, within 5 min (ref 6). With monomeric Vit E TPGS the concentration rose from 15 to 17 μg/mL over 30 min (61%, p < 0.05 against buffer), then fell from 45 min to about the crystalline solubility by 120 min, which the authors read as crystallization. With monomeric SDS release rose from 40% at 5 min to about 50% at 2 h (maximum 14 μg/mL), levelling off only after 45 min and not different from buffer (p > 0.05). With micellar Vit E TPGS the concentration rose from 44 to 53 μg/mL (69% at 30 min; 1.4-fold over buffer and above monomeric Vit E TPGS, both p < 0.05); crystallization around 45 min then dropped it to about 17 μg/mL by 120 min. Because both Vit E TPGS media crystallized between 30 and 45 min, it is "not clear" whether release had finished. ·····
Drug left on the silica at maximum release (120 min for buffer and SDS, 30 min for Vit E TPGS): 146 ± 8 (buffer), 135 ± 6 (SDS), 90 ± 1 (monomeric Vit E TPGS) and 72 ± 5 mg/g (micellar Vit E TPGS); above Qm without surfactant or with SDS, below Qm with Vit E TPGS. ·
Authors' reading. The drop from above to below Qm with monomeric Vit E TPGS "demonstrates" that a neutral surfactant of similar size, with hydrogen-bond acceptor groups and at a similar molar concentration, can displace adsorbed ritonavir from its binding sites. SDS is "unlikely" to do so because it is repelled by the negatively charged silica (point of zero charge about pH 2). The larger effect of micelles "may be attributed" to displacement plus micellar solubilization. ··
04Further observations
- The share of added drug adsorbed fell from about 77% to 18% up to Ci 5 μg/mL, then held at 13–18%.
- Pyrene hinted at drug-rich layers in the pores (I1/I3 1.83 against 1.91; p = 0.054).
- Surfactants slowed release: plateau after 5 min in buffer, 45 min with SDS.
- Two other compounds reportedly behave alike (data not shown).
More detail
- A constant adsorbed fraction at higher loadings. Read from Fig. 7, the percent of added drug that adsorbed fell from about 77% (Qa about 39 mg/g) through 49 and 31% to about 18% (Qa about 71 mg/g) over Ci 0.6–5 μg/mL, then stayed at about 13–18% for all higher loadings, where every added concentration was supersaturated. The authors split the plot at Qm and "hypothesize" a change of mechanism there: binding to specific sites at and below Qm, then multilayers taking a constant share of the drug above it. The fraction is, however, already about 18% at Qa about 71 mg/g, below Qm. ··· (Fig. 7)
- Pyrene and multilayers. Pyrene I1/I3 was 1.91 ± 0.01 in buffer, 1.92 ± 0.03 with SBA-15 alone (no change, so pyrene stayed in a polar environment), 1.56 ± 0.02 in LLPS ritonavir at 50 μg/mL (pyrene enters the drug-rich phase) and 1.83 ± 0.05 with ritonavir 30 μg/mL plus SBA-15. In the last sample Ce was about 25 μg/mL, below LLPS, so the authors attribute the drop to drug-rich layers inside the pores; the difference from buffer was "not quite statistically significant" (p = 0.054) but "lends some support" to adsorption beyond a monolayer. ····
- Half the pore volume used. At the top isotherm point the adsorbed drug occupies about 0.4 cm³/g (amorphous density taken as 1.14 g/cm³, 90% of the crystal), about 50% of the 0.8 cm³/g pore volume; more uptake "may be possible" but would presumably require displacing pore water. ···
- Surfactant effects on solubility. Crystalline solubility rose about 2-fold with monomeric SDS, 3-fold with monomeric Vit E TPGS and 4-fold with micellar Vit E TPGS; amorphous solubility rose only with micelles, by a factor of 2.7. ·
- Kinetics. Release levelled off after 5 min in surfactant-free buffer but only after 45 min with SDS, and was still rising at 30 min with Vit E TPGS.
- Method checks. Preliminary runs showed 30 min to be enough for equilibrium and ruled out light scattering by SBA-15 in the fluorescence measurements; ritonavir does not crystallize during centrifugation (ref 25) and is a slow crystallizer (ref 60). ·
- Generality. Preliminary results with two chemically different compounds "suggest" a similar pattern (data not shown).
05How the authors connect the findings
More detail
- Why supersaturation drives adsorption. ln S = (μ − μ*)/RT = ln(a/a*): raising S raises the drug's chemical potential and activity. Because OMS has a high surface free energy, adsorption lets the system reach a lower free energy, so the driving force for adsorption grows with S as long as crystallization does not occur, which it does not for slow-crystallizing ritonavir. The abstract states this as two regimes: hydrogen bonding drives adsorption from subsaturated and saturated solutions, the higher activity of the drug drives it from supersaturated ones. ···
- First layer. The steep rise at low activity "can be attributed" to binding at the most energetic sites. Silanols are expected to be the main sites, so Qm (103 mg/g) may reflect the number of drug binding sites with co-adsorbed water ("it is feasible"). Hydrogen bonding with silanols is read as the main interaction at every concentration studied ("collectively indicates"), from the urea, salt, FTIR and XPS results, with no sign of hydrophobic binding to siloxanes. ···
- Multilayers and pore filling. Above Qm, with the best sites taken, a constant share of the drug adsorbs as multilayers ("we hypothesize"). Near the amorphous solubility the drug approaches its miscibility limit with water. Confinement narrows the chemical-potential gap between crystal and amorphous drug (melting point depression in pores), so filling the pores is expected to be more favourable than LLPS in bulk, analogous to capillary condensation; "we believe" this gives the steep final rise of the isotherm (Fig. 11). ·
- Release. Water displaces drug from the silanols, and as dilution lowers S the equilibrium shifts away from adsorption. Release stopped once about 100–110 mg/g remained, equal to Qm: the adsorption is "partially irreversible", "hypothesized" to be due to strong hydrogen bonds between ritonavir and silanols (Fig. 12). ····
Neutral surfactant. Vit E TPGS monomers, similar in size to ritonavir and carrying hydrogen-bond acceptors, compete for silanol sites → adsorbed drug is exchanged for adsorbed surfactant → bound ritonavir falls below Qm and free drug rises. Above the CMC, micelles add solubilization: drug on silica ⇌ drug in solution ⇌ drug in micelles. ···
Anionic surfactant. At pH 6.8 the silica is negatively charged (point of zero charge about pH 2) → anionic SDS is repelled → it does not displace ritonavir → release and bound drug stay as in buffer. ·
What sets the floor. The number of silanol binding sites, which is not the whole surface: Qm (103 mg/g) counts sites filled together with water, the theoretical monolayer (253 mg/g) the whole surface. ·
Conclusion drawn. The match between Qm and the drug left after favourable release "demonstrated the importance of adsorption studies" for explaining incomplete release from mesoporous carriers. The abstract goes further: the high surface free energy of OMS and the reactivity of silanols lead to incomplete release "under a wide range of dissolution conditions". ·
06What it means for formulation
- Incomplete release has "significant implications" for silica-based oral delivery of drugs that rely on supersaturation.
- A neutral surfactant with hydrogen-bond acceptors can free bound drug; micelles help release but may lower free drug and flux. ··
- About 0.1 g drug per g silica stays bound here, so the lower the drug load per gram of silica, the larger the share lost.
- Additives that compete for silanols help, anionic ones do not; but both effective media crystallized within 45 min.
More detail
- The results have "significant implications" for OMS in oral delivery, especially for poorly water-soluble drugs that rely on supersaturation for exposure in vivo.
- Neutral surfactant molecules of similar size, with hydrogen-bond acceptor groups and at a similar molar concentration, can displace adsorbed drug and raise free drug; anionic SDS cannot, because of charge repulsion. ·
- Micellar solubilization is "advantageous" for OMS systems because it increases release and micellar drug refills free drug as it permeates; but micelles "may actually reduce" the free fraction and membrane flux, and this "should be balanced" against the gain in release. ··
- Similar behaviour is expected for other poorly water-soluble drugs equilibrated with OMS as supersaturated solutions ("we can expect").
- The silica acts as a sink that pulls harder the more supersaturated the solution, so it caps the concentration reached: in buffer, release from a dose at the amorphous solubility levelled off at 14 μg/mL, half of it.
- If the bound amount is set by the silica's binding sites, it scales with silica mass, not dose. For ritonavir on this SBA-15 that is about 0.1 g drug per g silica; the lower the drug load per gram of silica, the larger the share that never leaves.
- Measuring a drug's adsorption isotherm on the carrier, into the supersaturated range, is a cheap early check for incomplete release; here the BET Qm matched the release floor.
- Additives that compete for silanols are a lever; anionic surfactants are not, on silica that is negatively charged at intestinal pH. The gain here was modest (50% → 61–69%) and both effective media crystallized within 45 min, so a crystallization inhibitor would also be needed to keep it.
- The evidence covers one drug and one silica in buffer; drugs that bind silanols more weakly, or other silicas, may lose less.
07Open questions
- Do other poorly soluble drugs show the same isotherm shape and release floor? ·
- Was release with Vit E TPGS finished at 30 min, before crystallization?
- No adsorption point reached the amorphous solubility; the highest Ce was about 25 μg/mL.
- The drug left on the silica was calculated, never measured on recovered silica.
More detail
- Adsorption isotherms of more poorly water-soluble drugs under supersaturating conditions are needed to test whether the pattern, including 1/KL equal to the amorphous solubility, is general. ·
- Desorption under different supersaturating conditions, and drugs of different hydrophobicity and hydrogen-bonding potential, should be studied.
- In both Vit E TPGS media, crystallization between 30 and 45 min leaves it unclear whether more release was possible.
- Could the pores take up more drug by displacing pore water?
- The isotherm stops at Ce about 25 μg/mL, below the amorphous solubility, so the steep final rise and the 1/KL reading rest on points below it. ·
- The bound drug during release was calculated from solution concentrations in one dilution series (n = 2, release data from ref 6), not measured on recovered silica.
- Hydrogen bonding was shown only in dried, methanol-loaded solids; nothing was measured on silica holding drug in water.
- Ritonavir solubility in 5 M urea, Vit E TPGS adsorption on the silica, and the solid formed after desupersaturation were not measured. ··
- The drug load of the release formulation is not stated, and the Vit E TPGS values imply a lower load than the other media. ·
- Only one drug, one SBA-15 (7.1 nm pores) and phosphate buffer were tested; no biorelevant medium or membrane flux in this paper.
08How solid
AI assessment, not a statement made in the paperThe isotherm, the dilution plateau and the surfactant results fit together and are replicated with statistics. But the bound amounts during release are calculated, the match with Qm rests on one series, and the hydrogen-bond evidence is indirect, partly from dry solids. ···
More detail
- The isotherm has triplicates at 14 concentrations, and the printed values reproduce by mass balance and by the BET equation. ··
- BET fits clearly better than Langmuir and Freundlich. ··
- The urea effect is significant, and the loss of the isolated-silanol band is seen at two loads, with physical mixtures as controls. ·
- The surfactant differences in release and in bound drug are significant. ··
- The adsorbed fraction is flat at 13–18% across the supersaturated range.
- The urea control (259 mg/g at Ci 27.5 μg/mL) lies about 90 mg/g below the isotherm point at the same Ci, so values near the top vary between runs.
- Urea may change ritonavir's solubility and activity, which would lower adsorption without any hydrogen-bond competition.
- The salt series was run in water, where adsorption was higher than in buffer at the same Ce.
- The pyrene support for multilayers is not significant and would also arise with a single adsorbed layer.
- The "below Qm" values with Vit E TPGS imply a lower drug load than the buffer, SDS and dilution data; with the same load, monomeric Vit E TPGS would leave about 112 mg/g, above Qm.
- The formulation drug load is given in four different ways.
- 1/KL is 17% above the measured amorphous solubility, and the adsorbed fraction is already constant below Qm. ·
- The abstract's extension to OMS in general and "a wide range" of conditions rests on one drug and one silica.
- Minor: unit misprints (KS, KL, densities), two slightly different values for the bound drug, and a schematic panel titled "complete" release that shows incomplete release. ···
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) |
|---|---|---|---|
| Table 1 (p.189) | Solubility baseline of each medium: crystalline 3.6–14.9 and amorphous 26.8–76.6 μg/mL; sets the dose of each release test. | F6 | |
| Fig. 1 (p.189)key figure | The central data: Qa rises from 39 to 424 mg/g with Ce, past the 253 mg/g theoretical monolayer, with the BET fit and the Qm line.·· | F1, F2, K1, K3 | Highest Ce about 25 μg/mL, below the amorphous solubility; values near the top vary by about 90 mg/g between runs.· |
| Table 2 (p.190) | Pyrene test for multilayers: I1/I3 1.83 with ritonavir plus silica against 1.91 in buffer (p = 0.054). | 0.4 | Not significant, and a single adsorbed layer would give the same drop. |
| Fig. 2 (p.190)key figure | Hydrogen-bond test: 5 M urea lowers Qa at Ci 27.5 μg/mL from 259 to 169 mg/g. | F3, K5 | Urea may act through solubility; the control lies about 90 mg/g below Fig. 1.· |
| Fig. 3 (p.191)key figure | Hydrophobic test: Qa unchanged from 0 to 0.5 M NaCl at three Ci. | F3, K5 | Run in water, not buffer; Qa higher than the isotherm at the same Ce. |
| Fig. 4 (p.191)key figure | FTIR: the isolated-silanol band at 3749 cm⁻¹ vanishes in loaded silica but stays in the physical mixture; carbonyl bands change.·· | F4, K5 | Dry, methanol-loaded solids, not silica from water; the 38% w/w label is ambiguous.· |
| Fig. 5 (p.192) | Structure of ritonavir, naming the carbamate, ureido and amide groups used in the FTIR assignments. | 0.2 | |
| Fig. 6 (p.192)key figure | XPS O 1s: the loaded sample peaks at 532.5 eV, between silanol (533.2) and ritonavir carbonyl (531.3 eV). | F4, K5 | Dry, methanol-loaded sample. |
| Fig. 7 (p.192)key figure | Share of added drug adsorbed: falls from about 77% to 18%, then flat at 13–18%; split at Qm. | 0.4 | The fraction is already flat below Qm. |
| Fig. 8 (p.193)key figure | The key link: on dilution, release levels off near 60% as the calculated bound drug reaches 100–110 mg/g, the Qm line. | F5, K6 | Bound drug calculated, not measured; one series, n = 2, release data from ref 6. |
| Fig. 9 (p.193)key figure | Release with monomeric surfactants: Vit E TPGS rises to 61% and then falls with crystallization; SDS ends at the buffer level. | F6, K7 | |
| Fig. 10 (p.194)key figure | Release with micellar Vit E TPGS: 44 → 53 μg/mL (69%) by 30 min, then a drop after crystallization. | F6, K7 | |
| Fig. 11 (p.195)key figure | Schematic of the adsorption stages as S rises: monolayer on silanols with water, multilayers, pore filling before LLPS.· | 0.5 | A schematic, not data. |
| Fig. 12 (p.197)key figure | Schematic of release on dilution and with surfactant: a monolayer stays on the silanols; Vit E TPGS displaces more.· | 0.5 | A schematic, not data; panel 3 is titled "complete" release but shows drug left at Qm. |
More detail
| Figure | What it does in the paper | Supports | Check (AI note) |
|---|---|---|---|
| Figs. S1–S2 (SI p.2–3) | The linear Langmuir and Freundlich fits that BET beats: R² 0.64 and 0.85.· | F2, K3 | |
| Fig. S3 (SI p.4) | Structures of pyrene, SDS and Vit E TPGS.·· | ||
| Fig. S4 (SI p.5) | The 3749 cm⁻¹ silanol band also vanishes at 22% w/w loading. | F4, K5 | Dry, methanol-loaded solids. |
| Fig. S5 (SI p.6) | XPS Si 2p about 0.5 eV lower in loaded silica, read as support for silanol hydrogen bonds. | F4 | The shift reads 0.5–0.7 eV from the figure. |
| Fig. S6 (SI p.7)key figure | Drug left on the silica at maximum release: 146 and 135 mg/g (buffer, SDS) above Qm, 90 and 72 mg/g (Vit E TPGS) below. | F6, K7 | The Vit E TPGS values imply a lower drug load; the buffer value is printed as 146 and 145.· |