Paper page

Original: publisher page

Carol A. McCarthy, Dmitry Y. Zemlyanov, Abina M. Crean, Lynne S. Taylor* · Molecular Pharmaceutics (Just Accepted Manuscript, published on the web 07 Jul 2020) (2020)

A Comparison of Drug Release and Adsorption Under Supersaturating Conditions for Ordered Mesoporous Silica with Indomethacin or Indomethacin Methyl Ester

Indomethacin and its methyl ester bind SBA-15 mesoporous silica through their carbonyl groups, adsorb to the same extent when compared at equal solute activity, and adsorb so strongly near their amorphous solubility that drug-loaded SBA-15 released only part of its dose under non-sink conditions.

Abbreviations

IND indomethacin; INDME indomethacin methyl ester; SBA-15 ordered mesoporous silica; SSA specific surface area; LLPS liquid-liquid phase separation; HPMC hydroxypropyl methylcellulose; BET Brunauer-Emmett-Teller; XPS X-ray photoelectron spectroscopy; BE binding energy; FTIR Fourier transform infrared spectroscopy; PXRD X-ray powder diffraction; Qa amount adsorbed (mg/g); Ci, Ce initial and equilibrium drug concentration; S supersaturation ratio (C/Ccry); Cmax maximum solution concentration; I1/I3 ratio of the first and third pyrene emission peaks; SI p. = page of the supporting information; p. = printed manuscript page.

Graphical abstract: Adsorbed and free drug in equilibrium, adsorption against activity, incomplete release
Graphical abstract · p.44 · Adsorbed and free drug in equilibrium, adsorption against activity, incomplete releaseShows. drug exchanging between the silica surface and solution; the activity-scale isotherm; release curves plateauing near 40% (IND) and 30% (INDME).

Story. Why they did it → how → what they found → how it fits together → what is left. Each part opens with the short version; "More detail" under it gives the full account. Grey ids open the evidence behind a sentence.

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Question

Does a hydrogen-bond donor change how a drug binds to and adsorbs onto SBA-15 from supersaturated solution, and does that adsorption explain why drug-loaded mesoporous silica releases its drug incompletely?

Short answer

The donor adds nothing: both drugs bind silanols through their carbonyl acceptors, and their adsorption isotherms nearly overlap on an activity scale. ··· In the authors' reading the adsorption explains the incomplete release: adsorption climbs steeply toward the amorphous solubility, and loaded SBA-15 reached a supersaturation of only 7.2 and 7.0 out of a possible 15.3 and 21.4, with about 60% of the drug left amorphous on the silica. ······

Conclusion

For indomethacin (IND) and its methyl ester (INDME) on SBA-15 in pH 2.2 buffer with HPMC at 37 °C, the authors conclude that the predominant interaction is hydrogen bonding between drug carbonyl acceptors and silanol donors (abstract "demonstrate", discussion "suggest"), and that the carboxylic acid donor of IND does not enhance adsorption. · They found no evidence of hydrophobic binding, because adsorption did not change with NaCl. · On a reduced-concentration (activity) scale the two isotherms were "nearly congruent", which they read as solute activity, not concentration, setting the extent of adsorption ("suggesting"). ·· Adsorption rose steeply as the solution approached the amorphous solubility, which they read as multilayer adsorption with partial pore filling ("suggest"). · Release from formulations loaded at 50% of a monolayer reached less than half the theoretical supersaturation, and the authors state that this incomplete release "can be rationalized" by strong adsorption in dynamic equilibrium with the free drug. ·· Not measured here: the consequence in vivo (a lower average supersaturation and slower membrane transport) is speculated, and the rule that less soluble drugs adsorb more is offered as a supposition to be tested with more drugs. ·

01Why this study

Known 1Silica keeps drugs amorphous and supersaturating

Below a certain loading, drugs in mesopores stay non-crystalline, and loaded silica gives supersaturated release.

Rengarajan 2008, ref 5

Known 2How drugs bind silica is debated

Hydrogen bonding alone, or with non-specific hydrophobic interactions; electrostatic interactions in some systems.

Rosenholm 2008, ref 9

Known 3The amorphous solubility caps supersaturation

Above it, the solution splits into a water-rich and a drug-rich phase (LLPS).

Taylor 2016, ref 17

Known 4Ritonavir on SBA-15 released fast but incompletely

No LLPS formed; a dynamic equilibrium between adsorbed and free drug was proposed.

Dening 2018, ref 24; Dening 2019, ref 25 ·

Known 5Activity puts related solutes on one curve

On carbon, structurally related solutes adsorb alike at equal reduced concentration.

Hansen 1949, ref 48; Hansen 1954, ref 33

Gap → this paperHow does the degree of supersaturation govern a drug's adsorption to silica, and does a hydrogen-bond donor matter?
More detail

What was already known. The introduction and discussion build on these points:

  • Silica as a carrier. Loading drugs onto mesoporous silica is widely used to raise apparent solubility and control release (refs 1-4); confined drugs stay non-crystalline below a certain loading because of interactions with the pore walls (Rengarajan 2008, ref 5), and loaded silica gives supersaturated release (refs 13-16).
  • The interaction. Some authors attribute drug-silica binding to hydrogen bonding alone, others to hydrogen bonding plus non-specific hydrophobic interactions, with electrostatic interactions in some systems depending on the drug, the local pH and the surface chemistry (refs 6-12). On the silica surface, siloxane bridges cannot hydrogen-bond, while isolated, geminal and vicinal silanols can act as donors or acceptors (refs 36-38, 49-52); drugs are reported to bind by hydrogen bonding, ion exchange and hydrophobic interactions (Nawrocki 1997, ref 54). ·
  • The supersaturation limit. The maximum supersaturation is set in theory by the spinodal limit and in practice by the amorphous solubility (Taylor 2016, ref 17), the largest free-drug concentration obtainable relative to the crystal (Almeida e Sousa 2015, ref 18). Above it, slow crystallizers undergo LLPS into a water-rich and a drug-rich phase (refs 17, 19); non-sink tests that promote LLPS are common for amorphous solid dispersions (refs 20-23).
  • The ritonavir precedent. The only earlier study of release from mesoporous silica under supersaturating conditions found very rapid but incomplete release of ritonavir from SBA-15, without LLPS even when the drug added exceeded the amorphous solubility (Dening 2018, ref 24). The proposed explanation was a dynamic equilibrium between free and adsorbed drug that retains drug on the silica even at low concentration (Dening 2019, ref 25), consistent with mesoporous silica removing poorly soluble drugs from water (Bui 2009, ref 26). ··
  • Isotherms below saturation. Adsorption isotherms are usually measured below the crystalline solubility and analysed with Langmuir and Freundlich equations (refs 26-28).
  • The activity scale. For aliphatic alcohols and acids on non-porous carbon, structurally related solutes adsorbed congruently when compared on a reduced-concentration (activity) scale (Hansen 1949, ref 48; Hansen 1954, ref 33), and diazepam adsorption on carbon tracked its solubility (Wurster 2003, ref 60); those studies used crystal or liquid solubilities, not supersaturated solutions.
  • Incomplete release is common. Incomplete release from mesoporous silica has also been reported under sink conditions, including in the first author's earlier work (McCarthy 2018, ref 61; refs 57, 62-65).

What the paper set out to do. Measure the adsorption of two structural analogues with different hydrogen-bonding capability onto SBA-15 from supersaturated solution, with the hypothesis that the structural difference would change adsorption; test the roles of hydrogen bonding and hydrophobic interaction with urea and NaCl; characterise the drug-silica interaction by FTIR, fluorescence and XPS; and evaluate release under non-sink conditions. ·

02How they approached it

Two analogues on one scaffold: IND has one hydrogen-bond donor (the carboxylic acid) and four acceptors, INDME none and four. Everything ran in pH 2.2 buffer with HPMC at 37 °C, where both drugs are taken as unionized and supersaturated solutions stayed free of crystals. ····

INDindomethacin, γ formOne donor, four acceptors; log P 4.27; amorphous solubility 39.9 µg/mL. Measured. ·
INDMEindomethacin methyl esterNo donor, four acceptors; log P 4.6; about fourfold less soluble (amorphous solubility 9.4 µg/mL). Measured. ·
SBA-15ordered mesoporous silica7.1 nm pores, 586 m²/g; adsorbent in the isotherms and carrier in the formulations. Measured.
Drug-loaded SBA-15IND/SBA, INDME/SBALoaded from ethanol at 25-150% of a theoretical monolayer; the 50% formulations were used for release. Measured. ·
Fig. 1: The two analogues and their estimated sizes
Fig. 1 · p.12 · The two analogues and their estimated sizesShows. IND with its carboxylic acid, INDME with the methyl ester; dimensions 13.0 × 9.4 × 4.0 Å and 13.9 × 10.0 × 4.1 Å.

What was done

Experiment

Crystalline solubility by shake flask→amorphous solubility by UV extinction and by ultracentrifugation.···

↓
Experiment

FTIR and XPS of amorphous drugs and drug-loaded SBA-15→carbonyl, Si 2p and O 1s shifts.····

Experiment

Pyrene I1/I3 with drug droplets and with SBA-15→local polarity.·

↓
Experiment

5 mg SBA-15 in 40 mL, initial concentration up to beyond the amorphous solubility, 8 h→isotherms of amount adsorbed against equilibrium concentration.··

Model

Langmuir, Freundlich and BET fits→binding constants and monolayer capacity.·

↓
Calculation

Equilibrium concentration divided by the amorphous solubility→isotherms on an activity scale.·

↓
Experiment

Desorption on dilution→adsorption with 5 M urea→adsorption in 0, 0.1 and 0.5 M NaCl.·····

↓
Experiment

Load SBA-15 at 25-150% of a theoretical monolayer→drug content→PXRD.··

↓
Experiment

Non-sink dissolution of the 50% formulations dosed at the amorphous solubility→PXRD and drug content of the recovered solid→re-dissolution of the recovered solid.·····

Comparison

Drug retained after release against isotherm adsorption; achieved against theoretical supersaturation, with ritonavir from the literature.··

More detail

What was done

  1. Solubility. Crystalline solubility: excess crystal in 20 mL pH 2.2 McIllvaine buffer, 48 h at 37 °C, centrifuged, HPLC. Amorphous solubility: a methanol stock was pumped into buffer with HPMC 100 µg/mL until the 450 nm extinction rose, while the drug band stayed high (a droplet phase, not crystals); and separately a supersaturated solution was ultracentrifuged at 35,000 rpm for 60 min and the supernatant assayed. ··
  2. Spectroscopy. ATR-FTIR of amorphous IND and INDME, drug-loaded SBA-15 and blank SBA-15 between 1600 and 1800 cm⁻¹; XPS Si 2p and O 1s of SBA-15, the drugs and the loaded silica, charge-corrected to C 1s at 284.8 eV. The loading level of the spectroscopy samples is not stated. Pyrene (0.25 µg/mL) I1/I3 was measured in buffer, with SBA-15 50 µg/mL, with drug above the LLPS concentration, and with drug below it plus SBA-15. ···
  3. Isotherms. Drug from a methanol stock was added to 5 mg SBA-15 in 40 mL buffer with HPMC (IND 1-60 µg/mL, INDME 1-14 µg/mL initial), stirred 8 h at 37 °C and centrifuged; the amount adsorbed came from the depletion of the solution (Eq. 1). No crystallization occurred, so the supersaturated solutions were treated as being in a transient equilibrium with the silica. The data were fitted with linear Langmuir and Freundlich and non-linear BET equations, and replotted against Ce divided by the amorphous solubility (0.111 and 0.025 mM). ····
  4. Mechanism probes. Desorption: suspensions loaded at an initial activity of about 0.2 (8 µg/mL IND, 2 µg/mL INDME) were diluted to sink and left 24 h. Urea: adsorption at the same initial activity with and without 5 M urea. Ionic strength: adsorption at 2 and 8 µg/mL of each drug in distilled water, 0.1 M and 0.5 M NaCl. ·····
  5. Formulations. Drug was loaded from ethanol by incipient wetness at 25, 50, 75, 100, 125 and 150% of the theoretical monolayer (Eq. 3; 0.287 g/g for IND, 0.269 g/g for INDME), dried, assayed after methanol extraction and examined by PXRD. ··
  6. Release. The 50% formulations were added to 75 mL buffer with HPMC at 37 °C, dosed to the amorphous solubility (35.1 µg/mL IND, 9.0 µg/mL INDME), and sampled for 120 min. The solid was then filtered off, dried, examined by PXRD, assayed, and re-dissolved under the same conditions (one run). ·

Key equations

Amount adsorbed (Eq. 1)
Qa=(Ci−Ce)Vm

The drug lost from solution, initial minus equilibrium concentration times the volume, divided by the silica mass, is the amount adsorbed per gram. With the stated 40 mL and 5 mg, some plotted values exceed what this balance allows.·

Activity scale (Eq. 2)
Activity≈CeAmorphous Solubility

The equilibrium concentration divided by the amorphous solubility approximates the solute activity, with the water-saturated amorphous drug as activity 1; this is the axis on which the two isotherms overlap.·

Theoretical monolayer (Eq. 3)
Xm=SSAadsorbent×1020×MWadsorbateSc×NA

The silica area (m², times 10^20 to give Ų) divided by the area one molecule covers gives the number of molecules in one layer; times the molar mass over Avogadro's number gives grams of drug per gram of silica. It set the loading levels.·

BET for liquid-phase adsorption (Eq. SE3)
Qa=QmKSCe(1−KLCe)(1−KLCe+KSCe)

A first layer with constant K_S and further layers with constant K_L; adsorption diverges as K_L C_e approaches 1, so 1/K_L marks the saturation concentration (here 40 and 8.5 µg/mL, close to the amorphous solubility).·

Adsorbed-free drug exchange (Eq. 5)
adsorbed drug+solvent in solution⇌adsorbed solvent+drug in solution

Drug on the surface and drug in solution exchange with solvent, so the amount adsorbed follows the state of the solution.·

Terms used on this page
  • Silanol (Si-OH): the hydroxyl groups on a silica surface; they can donate or accept hydrogen bonds. Siloxane (Si-O-Si) bridges cannot.
  • Amorphous solubility: the highest free-drug concentration reachable from the amorphous form; above it the solution separates into drug-rich droplets (LLPS).
  • Activity (reduced concentration): concentration divided by the amorphous solubility, 1 at the amorphous solubility; it compares the escaping tendency of drugs with different solubilities.
  • Supersaturation ratio S: solution concentration over the crystalline solubility.
  • Isotherm models: Langmuir assumes one layer; Freundlich and BET allow multilayers. Monolayer coverage here is the drug needed to cover the silica area once.
  • I1/I3: ratio of two pyrene emission peaks; it falls when pyrene sits in a less polar (more hydrophobic) environment.
  • Non-sink dissolution: the dose exceeds the crystalline solubility of the medium, so supersaturation can build.

03Main findings

1

Both drugs hydrogen-bond to silanols through their carbonyl groups

On SBA-15 the carbonyl IR bands of both drugs move to lower wavenumber (IND benzoyl 1682 → 1669 cm⁻¹, INDME ester 1735 → 1725 cm⁻¹, text values), the Si 2p binding energy falls from 103.8 to 103.4 and 103.3 eV, and 5 M urea halves adsorption (12.4 → 6.1 and 14.2 → 5.8 mg/g). ···

Fig. 2: Carbonyl IR bands of amorphous and silica-loaded drugs
Fig. 2 · p.17 · Carbonyl IR bands of amorphous and silica-loaded drugsShows. red (amorphous) against green (on SBA-15); every carbonyl band moves to lower wavenumber on silica; blank silica is flat.Read it as. (a) IND, (b) INDME.Also supports K1
Fig. 7: Urea halves adsorption
Fig. 7 · p.25 · Urea halves adsorptionShows. control against urea for IND (a) and INDME (b); the axis label reads 0.1 M, the caption 5 M.Also supports K1
More detail

Infrared. In amorphous IND the authors assign 1682 cm⁻¹ to the benzoyl C=O, 1710 cm⁻¹ to the acid C=O of the hydrogen-bonded dimer and a 1732 cm⁻¹ shoulder to free acid C=O. On SBA-15 these become 1669 and 1688 cm⁻¹ and the shoulder disappears; the authors read this as hydrogen bonding to silanols with "likely" disruption of the IND dimers. INDME, which has no donor, shows the same pattern: benzoyl 1674 → 1663 cm⁻¹ and ester 1735 → 1725 cm⁻¹, read as its acceptors binding silanol hydroxyls. Blank SBA-15 does not absorb in this region. ·· In Fig. 2 the loaded IND peaks sit nearer ≈1700 and ≈1676 cm⁻¹ and the amorphous INDME benzoyl band nearer ≈1683 cm⁻¹, so the printed shifts are larger than the figure shows for some bands; all bands still move down on loading.

XPS. The Si 2p3/2 peak moves from 103.8 eV (SBA-15) to 103.4 eV (IND/SBA) and 103.3 eV (INDME/SBA); the authors "believe" this reflects electron density passing from drug carbonyls to silica through hydrogen bonds. The O 1s peak of both loaded samples also moves to lower energy. Pure drugs show a low-energy carbonyl shoulder; on silica this shoulder vanishes for INDME and is weak for IND, which the authors read as all INDME carbonyls and some IND carbonyls being hydrogen-bonded ("This suggests", "suggesting"). The presence of drug on the silica was checked by N 1s and Cl 2p. ···

Urea. At equal initial activity (8 µg/mL IND, 2 µg/mL INDME), 5 M urea, a strong hydrogen-bond former, cut IND adsorption from 12.4 ± 1.9 to 6.1 ± 1.7 mg/g and INDME adsorption from 14.2 ± 0.3 to 5.8 ± 1.0 mg/g (p < 0.05), "further evidence" for hydrogen bonding. The Fig. 7 axis labels read 0.1 M urea. ···

Overall reading. The authors conclude that hydrogen bonding between drug carbonyl acceptors and silanol donors is the predominant interaction (discussion "suggest", abstract "demonstrate"), and that the acceptors, not the IND donor, "appear to be key". ·

Fig. 3: XPS Si 2p and O 1s
Fig. 3 · p.18 · XPS Si 2p and O 1sShows. Si 2p of both loaded samples left of the dashed SBA-15 line (lower binding energy); O 1s fitted components of the pure drugs and of the loaded silica.
2

Salt does not change adsorption, so no hydrophobic binding was found

At 2 and 8 µg/mL, adsorption in distilled water, 0.1 M and 0.5 M NaCl did not differ (p > 0.05) for either drug. ·

More detail

If the drugs bound silica hydrophobically, adding salt should increase adsorption by salting out; with log P above 4 for both, this route was "considered feasible". · Instead, IND adsorbed ≈0.8-0.9 mg/g at 2 µg/mL and ≈8-9 mg/g at 8 µg/mL in all three media, and INDME ≈11 mg/g and ≈65-76 mg/g (read from Fig. 8). The authors conclude that neither drug binds SBA-15 through hydrophobic interactions ("suggests"; abstract "No evidence was obtained"). · The salt test used the same concentrations for both drugs, which is a much higher activity for INDME, and its media were water and NaCl without a stated buffer.

Fig. 8: Salt leaves adsorption unchanged
Fig. 8 · p.26 · Salt leaves adsorption unchangedShows. distilled water, 0.1 M and 0.5 M NaCl at 2 and 8 µg/mL; note the different y-axes.Also supports K3
3

Adsorption climbs steeply as the solution approaches the amorphous solubility

The equilibrium concentration stayed below the amorphous solubility while adsorption rose to ≈289 mg/g (IND) and ≈342 mg/g (INDME), at or above the calculated monolayer of 287 and 269 mg/g; models that allow multilayers fitted better than Langmuir. ····

Fig. 4: Isotherms against equilibrium concentration
Fig. 4 · p.21 · Isotherms against equilibrium concentrationShows. slow rise, then a steep climb as Ce nears the amorphous solubility; dotted line = calculated monolayer.Read it as. the x-axes differ fourfold (0-40 against 0-9 µg/mL).Also supports K5
More detail

Shape. For IND, adsorption stayed below ≈30 mg/g up to an equilibrium concentration of ≈17 µg/mL, then rose to ≈100 mg/g at ≈29 µg/mL and ≈220-290 mg/g at ≈35 µg/mL. For INDME the same rise happened over a fourfold lower range, from ≈23 mg/g at ≈3.1 µg/mL to ≈342 mg/g at ≈7.7 µg/mL. Even at initial concentrations above the amorphous solubility, the equilibrium concentration stayed below it, which the authors attribute to the extent of adsorption. No crystallization occurred. ····

Models. Langmuir fitted worst (R² 0.82 and 0.85); Freundlich (0.96 and 0.89) and BET (0.94 and 0.98) fitted better, and the authors read this as multilayer adsorption ("suggest"). The Langmuir and Freundlich constants were higher for INDME (KL 0.40 against 0.07; KF 1.76 against 1.09), read as stronger binding of INDME ("suggests"). The BET monolayer was 29 and 31 mg/g, and 1/KL (40 and 8.5 µg/mL) matched the amorphous solubility. ·····

Caveats from the extractor. The BET monolayer (≈30 mg/g) is ten times smaller than the geometric monolayer drawn in Fig. 4, so whether the top points are multilayers depends on which monolayer is used; with the stated 40 mL and 5 mg, the INDME values above 112 mg/g exceed what the mass balance allows; and the constants on a concentration scale also reflect INDME's lower solubility. ··

4

On an activity scale the two isotherms nearly overlap

Dividing the equilibrium concentration by the amorphous solubility puts both drugs on almost one curve, close together at low activity and both reaching ≈0.8-0.9 mmol/g near activity 0.9. ·

Fig. 5: The same isotherms on the activity scale
Fig. 5 · p.23 · The same isotherms on the activity scaleShows. IND (filled circles) and INDME (open triangles) nearly on one curve, rising steeply above activity 0.8.Also supports K4
More detail

On the concentration scale the two drugs look very different: at an equilibrium concentration of ≈6-7 µg/mL IND has adsorbed ≈12 mg/g and INDME ≈118-154 mg/g. ·· On the activity scale (Fig. 5) both stay below ≈0.06 mmol/g up to activity ≈0.35, reach ≈0.21-0.24 mmol/g at activity ≈0.6-0.66, and rise steeply above 0.8 (IND ≈0.38 at 0.84 and ≈0.62-0.80 at ≈0.88-0.89; INDME ≈0.57 at 0.80 and ≈0.92 at 0.86). The authors call the curves "nearly congruent", especially at low activity, as Hansen found for related solutes on carbon, and conclude that solute activity determines the extent of adsorption for these two molecules ("suggesting"; abstract asserted). They tie this to the shared carbonyl binding mode: removing the donor "may explain" the similar adsorption. ··· The activity axis uses the UV amorphous solubilities (39.9 and 9.4 µg/mL).

5

Release from loaded SBA-15 stops at about half the possible supersaturation

Dosed at the amorphous solubility, the 50% formulations reached Cmax 16.6 µg/mL (IND) and 2.9 µg/mL (INDME), a supersaturation of 7.2 and 7.0 against 15.3 and 21.4 for full release; 58.8% and 61.8% of the dose stayed on the silica, amorphous. ···

Fig. 11: Non-sink release from the 50% formulations
Fig. 11 · p.30 · Non-sink release from the 50% formulationsShows. a burst to a plateau far above crystalline solubility (dotted) but well below the dose; right axes give % release.Also supports K6
More detail

Release was a burst: IND was at ≈15.9 µg/mL at 5 min and ≈16.5 µg/mL at 15-30 min, then ≈15.7 µg/mL to 120 min; INDME rose from ≈2.1 µg/mL at 5 min to ≈2.9-3.0 µg/mL at 30-60 min and ≈2.6 µg/mL at 120 min. The authors give 45% release for IND and 35% for INDME, but at a similar degree of supersaturation (Cmax over crystalline solubility 7.2 and 7.0). The percentages do not reconcile across text, figure axes and dose: Cmax over dose gives 47% and 32%, and the % axes of Fig. 11 give ≈41% and ≈31%. ·· The solid recovered after dissolution showed no crystalline peaks and no crystals precipitated from solution, so crystallization was excluded as the cause; the recovered solid held 58.8 ± 6.6% (IND) and 61.8 ± 6.8% (INDME) of the dose, stated to account for 103% and 94% of the dose with the released drug. ··· The achieved supersaturation was less than half the theoretical (7.2 of 15.3; 7.0 of 21.4), comparable with ritonavir from SBA-15 (3.9 of 7.8, ref 24), which the authors say the dynamic equilibrium "clearly" limits. ··

6

The recovered solid releases again to the same level

Re-dissolved in fresh medium, the recovered solid reached Cmax 16.2 and 3.5 µg/mL, not different from the first run (p > 0.05, one run), and the drug left on silica after release (0.2 and 0.3 mmol/g) was of the same order as the isotherm gives at the amorphous solubility (0.38 and 0.41 mmol/g). ····

More detail

The harvested solid carried about 60% of its original drug load, so for the same drug dose (2.93 mg IND, 0.69 mg INDME) the vessel held more silica: 38.19 against 21.71 mg (IND) and 5.61 against 3.72 mg (INDME). Release was still about 43% and 35% by the authors' figures (Cmax ≈16.2 and ≈3.5 µg/mL). ·· The authors read the renewed release as "further evidence" of a dynamic equilibrium between adsorbed and free drug, and the retained amounts as "reasonably comparable" to the isotherm. · Table 5 is internally hard to reconcile: its supersaturation ratios differ from those of the text, its drug and silica amounts imply loads of 11.9% and 15.6% instead of the measured 10.46% and 7.65% for 50% formulations, and the silica rose 1.76- and 1.51-fold, not "approximately double". The re-dissolution was a single run. ···

Fig. 13: Re-dissolution of the recovered solid
Fig. 13 · p.32 · Re-dissolution of the recovered solidShows. the same plateau again, one run.Also supports K6

04Further observations

  • INDME desorbs less. After dilution to sink, 57% of INDME desorbed against 73% of IND; 0.98 and 4.16 mg/g stayed adsorbed.
  • Pyrene senses drug on silica. I1/I3 fell from 2.00 with silica alone to 1.72 (IND) and 1.88 (INDME) with drug and silica, less than with drug-rich droplets (1.54, 1.70).
  • Amorphous only up to half a monolayer. Crystalline peaks appeared from 75% (IND) and 100% (INDME) of the theoretical monolayer.
  • Loading fell short of target. Actual loads were about 56-91% of the theoretical ones; IND loaded more efficiently at 25 and 50%. ·
  • Amorphous solubility 17-22 times the crystalline. UV and ultracentrifugation agreed. ·
More detail
  • Desorption. At equal initial activity (~0.2), dilution to sink for 24 h desorbed 73% of IND and 57% of INDME (Fig. 6, n = 3), leaving 0.98 ± 0.06 and 4.16 ± 0.16 mg/g. The authors read this as INDME being held more strongly at low concentration ("indicating"), and as adsorption that is not completely reversible. The remaining amounts do not match the urea controls at the same nominal activity. ····
  • Fluorescence. Pyrene gave I1/I3 1.96 in buffer and 2.00 with SBA-15 (a polar environment), 1.54 with IND at 50 µg/mL and 1.70 with INDME at 12 µg/mL (above the LLPS concentration, drug-rich droplets), and 1.72 and 1.88 with sub-LLPS drug (30 and 8 µg/mL) plus SBA-15. The authors read the drop with silica as pyrene meeting multilayers of adsorbed drug ("suggesting"); drug alone at those concentrations was not measured. ···
  • Solid state of loaded silica. Both drugs were X-ray amorphous at 25 and 50% of a monolayer. IND showed weak crystalline peaks from 75% (≈20.3, ≈22.8, ≈26.2° 2θ), assigned to the γ form, and INDME distinct peaks from 100%; at these loadings some drug "may" sit outside the pores. ··
  • Loading. The theoretical monolayer was 0.287 g/g (IND) and 0.269 g/g (INDME). Actual loads were 5.6-39.0% (IND) and 3.84-29.26% (INDME) against targets of 7.17-43.00% and 6.74-40.45%; efficiency was ≈73-78% for IND and ≈57% for INDME at 25-50%, with no significant difference from 75% upward. The 100% INDME target is printed as 27.97% where the other rows imply 26.97%. ·····
  • Solubility. Crystalline solubility 2.29 ± 0.13 µg/mL (IND, γ form) and 0.42 ± 0.05 µg/mL (INDME); amorphous solubility 39.9 ± 2.1 and 9.4 ± 2.9 µg/mL (UV), 35.1 ± 2.3 and 9.0 ± 0.6 µg/mL (ultracentrifugation); ratios 17.4 and 22.5 (22.4 from the table). ···
Fig. 10: PXRD of loaded SBA-15, 25-150% of a monolayer
Fig. 10 · p.28 · PXRD of loaded SBA-15, 25-150% of a monolayerShows. halos only at 25 and 50%; crystalline peaks from 75% (IND) and 100% (INDME).

05How the authors connect the findings

1Silanol OH groups donate hydrogen bonds to the drugs' carbonyl acceptors; the acid donor of IND is not needed, so both analogues bind the same way. ·
↓
2Binding the same way, the two drugs adsorb according to their solute activity in solution, not their concentration. ·
↓
3As activity approaches 1, the amorphous solubility, adsorption rises steeply, as multilayers and partial pore filling. ··
↓
4During release, adsorbed and free drug stay in a dynamic equilibrium (Eq. 5). ·
↓
Closed non-sink vessel (tested)Dose at the amorphous solubility↓high solution activity↓much drug stays adsorbed↓release stops at under half the possible supersaturation.·
With an absorptive sink (in vivo, speculated)Absorption removes free drug↓drug desorbs↓release becomes nearly complete↓but average supersaturation, and so membrane flux, is lower.
What sets the switch point. Solute activity: how close the dissolved drug is to its amorphous solubility, not the hydrogen-bond donor and not the concentration as such. ··
Conclusion drawn. Strong adsorption from highly supersaturated solution explains the incomplete release (abstract: "provides an explanation"; conclusion: "can be rationalized").
More detail
  1. Silica carries siloxane bridges, which cannot hydrogen-bond, and silanols, which can; at pH 2.2 the silanols are taken as protonated and the drugs as unionized, so electrostatics are excluded. FTIR, XPS and the urea effect show the drug carbonyls bonding to silanol donors, and the ester, which has no donor, binds as well as the acid. ···
  2. Because the binding mode is shared, the authors compare the drugs at equal activity, and the isotherms nearly coincide; salt has no effect, so hydrophobic contributions are not invoked. They state that solute activity determines adsorption for these "structurally related" molecules ("suggesting"). ··
  3. Near activity 1 the amount adsorbed rises far above the BET monolayer (≈300 against ≈30 mg/g), which the authors read as multilayers and as pores becoming "partially filled", with water "most likely" co-adsorbed. ··
  4. Release experiments sit on this steep part of the isotherm: the dose equals the amorphous solubility, so as drug dissolves the activity climbs and the silica holds the drug back. The renewed release of the recovered solid in fresh medium fits a dynamic equilibrium of the form "adsorbed drug + solvent ⇌ adsorbed solvent + drug in solution". ··

Closed non-sink vessel (tested). The achieved supersaturation was 7.2 and 7.0 against 15.3 and 21.4 possible, 50% or less of the maximum, as for ritonavir; the authors call this a "potential challenge" for silica against polymer ASDs at the same dose. ·

With an absorptive sink (in vivo, speculated). Absorption should pull drug off the silica toward complete release, but the average supersaturation, the driving force for membrane transport, would be lower; rapid dissolution "may" compensate, and absorptive dissolution testing is "likely necessary" to tell. ·

What sets the switch point. Activity, set by solubility: at equal concentration the less soluble drug sits at higher activity and should adsorb more, a "general trend" the authors expect but say "clearly needs to be tested further".

Conclusion drawn. The incomplete release "can be rationalized" by the strong tendency of each drug to adsorb from highly supersaturated solution (conclusion), and adsorption "provides an explanation for incomplete drug release" (abstract).

06What it means for formulation

Stated by the authors
  • Drug adsorption onto silica "can be predicted to some extent" from the solute activity; less soluble drugs should adsorb more at equal concentration.
  • Limited supersaturation is "a potential challenge" for silica against polymer ASDs at the same dose.
  • Absorptive dissolution testing is "likely necessary" for these formulations.
AI reading, not stated in the paper
  • Removing a hydrogen-bond donor from the drug does not reduce loss to silica while carbonyl acceptors remain.
  • The closer the dose is to the amorphous solubility, the larger the share held back by the carrier in a closed test.
More detail
Stated by the authors
  • The isotherms suggest that adsorption onto silica "can be predicted to some extent" from the solute activity, which depends on the solubility, or the amorphous solubility where supersaturation is sustained; less soluble compounds are therefore expected to adsorb more than more soluble ones at the same concentration. The authors add that this "clearly needs to be tested further" but "appears to be supported" by literature data.
  • Because the three drugs reached 50% or less of the theoretical supersaturation, silica systems "may not be capable" of the supersaturation of polymer-based ASDs at an equivalent dose. ·
  • In vivo, absorption should drive desorption toward complete release but at a lower average supersaturation; absorptive dissolution testing is "likely necessary" to weigh the kinetic processes. ·
AI reading, not stated in the paper
  • For silica carriers, the drug's carbonyl (acceptor) groups set the binding; designing the drug or a prodrug without a donor will not reduce adsorptive loss.
  • Adsorption is steepest near the amorphous solubility, so each extra increment of dose above about 80% of the amorphous solubility adds mostly adsorbed drug, not supersaturation, in a closed vessel.
  • A plateau in a closed non-sink test of a silica formulation reflects an adsorption equilibrium rather than a release failure, so such tests favour polymer ASDs in a comparison; an absorptive or flux test is needed before ranking the two.

07Open questions

Raised by the authors
  • Does the activity rule hold for a range of drugs with other physicochemical properties?
  • How do absorption, desorption and dissolution combine in an absorptive test or in vivo? ·
Not covered by this paper (AI reading)
  • The absolute adsorbed amounts cannot be reproduced from the stated volume and silica mass.
  • Multilayer adsorption rests on a BET monolayer ten times smaller than the geometric one.
  • Only pH 2.2, one silica, and HPMC in every medium.
More detail
Raised by the authors
  • The expectation that less soluble compounds adsorb more at equal concentration needs testing with "a range of drugs with various physicochemical properties".
  • The relative importance of absorption-driven desorption, lower average supersaturation and fast dissolution needs absorptive dissolution testing. ·
Not covered by this paper (AI reading)
  • With 40 mL and 5 mg silica, INDME adsorption above 112 mg/g, and IND's top point, exceed the mass balance, so the absolute isotherm values need a stated basis. ·
  • Whether the steep part of the isotherm is multilayer adsorption or just reaching one geometric monolayer is unresolved; the fluorescence evidence lacks drug-alone controls. ·
  • All work was at pH 2.2, where IND is taken as unionized; at intestinal pH IND is ionized and the silanols less protonated, which was not examined.
  • HPMC was present in every adsorption and release medium; its own adsorption on silica and any competition with the drug were not measured.
  • No membrane transport or absorptive dissolution data were collected, so the in vivo consequence remains a speculation.

08How solid

AI assessment, not a statement made in the paper
Moderate

Four independent probes point to carbonyl-silanol hydrogen bonding, and the activity-scale overlap of the isotherms is clear in Fig. 5; but each probe is indirect, several printed numbers do not match the figures or the stated volumes, and the release link rests on correlation and one re-dissolution run. ·······

More detail
What holds
  • Spectroscopy (FTIR, XPS) and the urea test agree in direction for both drugs, and urea effects are significant with n = 3. ··
  • Salt had no effect on adsorption at either concentration.
  • Plotted on activity, the two isotherms lie close over the whole range, the paper's central observation.
  • Release was incomplete for both drugs, the retained drug stayed amorphous, and the recovered solid released again. ···
What weakens it
  • Band positions in Fig. 2 differ from the text for some bands, and the loading of the spectroscopy samples is not stated. ·
  • Plotted adsorbed amounts exceed the mass balance with the stated volume and silica mass, so absolute Qa values are uncertain.
  • "Multilayer" depends on using a BET monolayer ten times smaller than the geometric monolayer, and the fluorescence support lacks controls. ·
  • Percent release, supersaturation ratios and amounts in Table 5 do not reconcile with each other or with the text. ··
  • The ionic-strength test was not at equal activity and its pH is not stated; the urea level is labelled 0.1 M in the figure. ·
  • The re-dissolution was a single run reported with a significance test.

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.

FigureWhat it does in the paperSupportsCheck (AI note)
Fig. 1 (p.12)key figureDefines the pair: same scaffold, acid against methyl ester, with the sizes used for the monolayer calculation.·0.2A schematic, not data.
Table 1 (p.15)Crystalline and amorphous solubility by two methods; the basis of dose and activity scale.0.4The INDME ratio is 22.4, not 22.5.
Fig. 2 (p.17)key figureIR evidence that both drugs' carbonyls hydrogen-bond on silica.F1, K1Some band positions differ from the text.
Fig. 3 (p.18)key figureXPS evidence: Si 2p and O 1s shift on loading.·F1Sample loading not stated.
Table 2 (p.20)Pyrene polarity: droplets and drug on silica lower I1/I3.0.4No drug-alone controls below LLPS.
Fig. 4 (p.21)key figureThe steep isotherms against equilibrium concentration, with the geometric monolayer.·F3, K5Plotted Qa exceeds the mass balance for INDME.
Table 3 (p.21-22)Langmuir, Freundlich and BET fits; multilayer models fit better.F3, K5BET monolayer is a tenth of the geometric one.
Fig. 5 (p.23)key figureThe central result: isotherms nearly coincide on the activity scale.F4, K4Activity uses the UV amorphous solubility.
Fig. 6 (p.24)Desorption on dilution: 73% IND, 57% INDME.0.4Desorption basis not stated.
Fig. 7 (p.25)key figureUrea halves adsorption of both drugs.F1, K1Axis says 0.1 M urea, text 5 M.
Fig. 8 (p.26)key figureNaCl does not change adsorption.F2, K3Not at equal activity; pH not stated.
Table 4 (p.27)Theoretical and actual drug loads at 25-150% monolayer.0.4100% INDME target misprinted.
Fig. 9 (p.28)Loading efficiency of the two drugs.0.4
Fig. 10 (p.28)key figurePXRD: amorphous up to 50% monolayer, crystalline above.0.4
Fig. 11 (p.30)key figureRelease plateaus at about half the possible supersaturation.F5, K6% release values do not reconcile.
Fig. 12 (p.31)The retained drug stays amorphous after dissolution.F5
Fig. 13 (p.32)key figureThe recovered solid releases again to the same level.F6, K6One run only.
Table 5 (p.32-33)Drug and silica amounts and supersaturation, original and re-dissolution.F6S values and amounts inconsistent.·
Graphical abstract (p.44)Summary: dynamic equilibrium, activity isotherm, incomplete release.headerA schematic, not data.
More detail
FigureWhat it does in the paperSupportsCheck (AI note)
Eqs. SE1-SE3 (SI p.1)The Langmuir, Freundlich and BET equations used for Table 3.F3