How do PAMPA set-up choices (filter hydrophobicity and pore size, lipid, receiver sink) and drug-rich nanodroplets change the mass flow measured for supersaturated drug solutions, and through which transport barrier?
For lipophilic drugs the unstirred water layer limits transport, so filter type, pore size and lipid changed atazanavir mass flow little. A solubilizing receiver (2% SDS or pH 3) raised it about two- to threefold below and above the amorphous solubility, and with that sink mass flow kept rising, from about 5 to 9 µg/min as donor atazanavir went from 80 to 1000 µg/mL, which the authors attribute to nanodroplets replenishing drug in the unstirred water layer. ····
For five lipophilic drugs on a lipid-impregnated hydrophilic PVDF membrane with a buffer receiver, mass flow rose with donor concentration up to about the amorphous solubility and then "seemed to approach a constant value", which the authors relate to the constant free-drug activity after liquid-liquid phase separation. · For atazanavir and nifedipine the authors conclude that the unstirred water layer, not the lipid membrane, limits transport ("most likely"; "strongly suggesting"), so pore size, filter hydrophobicity and lipid had little effect, whereas lipid mattered for hydrophilic acetaminophen. ··· SDS in the receiver leached lipid from a hydrophilic but not from a hydrophobic support, and the authors propose that monitoring water (D2O) transport "may be" a better integrity test than Lucifer yellow. ·· On the hydrophobic support a solubilizing receiver, micellar or pH 3, raised mass flow below and above the amorphous solubility, which the authors attribute to asymmetric drug partitioning across the membrane (abstract: "This was due to"; conclusions: "can be attributed"). · With that sink, mass flow kept rising with the number of nanodroplets, which the authors attribute to nanodroplets replenishing drug at the membrane surface and removing the unstirred-water-layer barrier; the interface concentration behind this link was calculated from mass flow, not measured, and the asymmetry itself was not measured in the main text. ·· Nanodroplet size did not order mass flow, and nanodroplet surface properties "may" affect it. · The nanodroplet experiments and the sink-type comparison used atazanavir, with HPMCAS in the donor by default; nifedipine and acetaminophen were tested at one concentration each. ···
01Why this study
Above it, liquid-liquid phase separation (LLPS) forms a drug-rich phase that acts as a reservoir while free drug stays constant.
In side-by-side cells, mostly with cellulose membranes, mass flow rises up to the amorphous solubility and then levels off.
Filter support, lipid, solvent and receiver sink (double-sink PAMPA) differ between labs.
Kansy 1998, ref 24; Avdeef patent, ref 29 ··
Micelles and drug-rich colloids have been proposed to enhance unstirred-water-layer-limited transport.
Stewart 2017, ref 35
More detail
What was already known. The introduction builds on these points:
- Amorphous solubility and LLPS. The amorphous solubility is the highest concentration of molecularly dissolved drug. Above it, LLPS gives a drug-rich phase in equilibrium with a water-rich phase saturated at the amorphous solubility, so the free drug stays constant and the drug-rich phase can act as a reservoir. (Ilevbare 2013, ref 4; Mosquera-Giraldo 2015, ref 5)
- The diffusion-cell plateau. In side-by-side cells, mass flow rises with donor concentration up to the amorphous solubility and approaches a plateau above it, so the maximum driving force sits at the amorphous solubility. (refs 6-9) Diffusion studies have also shown the reservoir effect of nanodroplets formed after LLPS. (Raina 2014, ref 6; Indulkar 2016, ref 7)
- Mass flow tells formulations apart. Surfactants lower the free drug and therefore the drug available for transport (Raina 2015, ref 10); mass flow measurements separate ASD formulations by polymer and drug loading (refs 8, 9, 13); and dissolution with an absorptive compartment changes release and crystallization compared with simple dissolution (Hate 2018, ref 9; refs 14-18). ·
- From cellulose to PAMPA. Most such studies used cellulose membranes, whose biorelevance is debated. PAMPA uses a porous filter impregnated with phospholipid in an organic solvent, and stable bilayers on porous supports have been reported. (refs 19, 20)
- Many PAMPA variants. A hydrophobic support is usual; hydrophilic supports were introduced to speed up transport and to let hydrophilic or ionized compounds through (refs 21-23). Lipid type and solvent alter membrane fluidity and interactions; the first model used 10% egg lecithin in n-dodecane (Kansy 1998, ref 24), and 2-20% phosphatidylcholine in n-dodecane is common (refs 25-28). In double-sink PAMPA (DS-PAMPA), surfactant in the receiver creates a high sink that removes back diffusion (Avdeef patent, ref 29). ··
- Colloids and the UWL. Stewart et al. discussed rate-limiting steps for supersaturated systems across lipid membranes and proposed that micelles and colloids enhance mass flow by diffusing into the unstirred water layer (UWL). (Stewart 2017, ref 35)
- Three barriers in series. A solute crosses a UWL on each side and the membrane (Eq. 1), so filter hydrophobicity, lipid content and the media can each change one of the barriers. ·
What the paper set out to do. Determine how experimental variations in PAMPA (solute type and concentration, membrane material, lipid content and receiver composition) change the mass flow of highly supersaturated solutions with and without drug-rich amorphous nanodroplets, and explain the mechanisms.
02How they approached it
Change one element of the PAMPA set-up at a time (filter, lipid, receiver, donor additive), with atazanavir, whose nanodroplets are well characterized, as the main drug; use a hydrophilic compound and two membrane-integrity probes as controls. ·····
What was done
Five drugs on hydrophilic PVDF with 2% lipid, buffer receiver→mass flow from below to above the amorphous solubility.·
ATZ 80-1000 µg/mL on hydrophilic or hydrophobic PVDF, with or without 20% lipid→mass flow.
0.22 vs 0.45 µm pores→mass flow.
Regenerated cellulose membrane over a similar range.
2% SDS in the receiver on both supports→mass flow.
Lucifer yellow over 16 h and D2O by FTIR-ATR→membrane integrity with and without SDS.····
SDS below to above its CMC, and a pH 3 receiver→which property of the sink matters.·
NIF and APAP without lipid, with lipid, with lipid and SDS→UWL- or membrane-limited.
ATZ 150 µg/mL with six donor additives→mass flow, zeta potential, nanodroplet size.·
ATZ 80-1000 µg/mL with SDS sink→mass flow.·
Mass flow scaled through Eqs. 2-3 (receiver interface concentration negligible, mass flow proportional to Cm1, Cm1 = 75 µg/mL at the maximum)→estimated donor-side interface concentration.··
More detail
What was done
- Mass flow. A side-by-side cell (34 mL, 30 mm orifice) held 32 mL pH 6.8 phosphate buffer (50 or 100 mM) on each side at 25 or 37 °C; per-experiment buffer, temperature and stock concentration are in Table S1, which was not supplied. A PVDF filter, bare or impregnated with 100-150 µL lipid solution, separated the compartments. Drug stock solution was added to the donor, ATZ solutions contained 1 mg/mL HPMCAS unless stated, and a UV dip probe followed the receiver concentration for 90 min; mass flow (µg/min) is the slope of concentration versus time normalized by volume. ··
- Lipid solutions. Either 2% w/v lecithin in n-dodecane (Fig. 2 and the pore-size test) or the commercial Pion GIT-0 solution with 20% w/v phosphatidylcholine (all later work), chosen to remove variability from in-house preparation.
- Membrane integrity. Lucifer yellow, a hydrophilic probe that should not cross an intact lipid membrane, was followed for 16 h. Water transport was tested with D2O in a 1 mL cell: 100% D2O in the donor, H2O in the receiver, and the D2O band near 2480 cm−1 (area 2400-2600 cm−1) measured by FTIR-ATR after 60 min, and after 16 h for the hydrophobic lipid membrane with and without SDS. ··
- Sinks. 2% w/v SDS in the receiver (DS-PAMPA style), SDS from below to above its CMC with 150 µg/mL ATZ in the donor, or pH 3 buffer, at which the weak base ATZ (pKa 4.48) is far more soluble. CMCs of SDS and CTAB came from pyrene fluorescence (intensity ratio 373/383 nm). ··
- Nanodroplet properties. With ATZ at 150 µg/mL and a 2% SDS receiver, the donor held HPMCAS, HPMC, PVPVA or Eudragit at 1 mg/mL, or SDS or CTAB at their CMC together with HPMCAS; droplet size (DLS) and zeta potential were measured at 37 °C from donor samples. ··
- Interface concentration. Assuming steady state (equal mass flow through UWL and membrane), Eqs. 2 and 3 with a receiver sink (Cm2 ≪ Cm1) make mass flow proportional to Cm1; Cm1 was set to the amorphous solubility, 75 µg/mL, at the maximum mass flow and scaled down for lower donor concentrations. ···
- Statistics. Unpaired t-tests with p < 0.05; the number of replicates and the error-bar statistic are not stated in the main text. ·
Key equations
The overall permeability adds the resistances of the water layer on each side and of the membrane, so the smallest permeability controls transport; the authors use this to argue that lipophilic drugs are limited by the water layers.·
At steady state the drop in concentration from the bulk donor to the membrane surface is set by mass flow J, layer thickness and diffusion coefficient.
With a receiver sink, Cm2 is negligible, so mass flow is proportional to the concentration at the donor-side membrane surface, Cm1; this is the basis of the Cm1 estimate in Fig. 10b.·
The membrane partition coefficient is the ratio of the rate constants into and out of the membrane; the authors argue a receiver sink matters most when K is large.·
Terms used on this page
- Mass flow rate: drug arriving in the receiver per minute (µg/min); not normalized by membrane area.
- Amorphous solubility: the highest concentration of molecularly dissolved drug; extra drug forms drug-rich nanodroplets by LLPS.
- Unstirred water layer (UWL): the stagnant water film on each side of the membrane that drug must cross by diffusion.
- Sink: a receiver that keeps free drug near zero, here by SDS micelles or by ionization at pH 3.
- Asymmetric membrane: different media on the two sides, so drug enters and leaves the membrane at different rates on each side.
- Cm1: free drug concentration in the water right at the donor-side membrane surface.
- Zeta potential: the surface charge of the nanodroplets.
03Main findings
Mass flow rises with concentration up to the amorphous solubility, then stops rising
On hydrophilic PVDF with 2% lipid and a buffer receiver, mass flow of five drugs rose roughly linearly and then levelled off near each drug's cited amorphous solubility, for example at about 2 µg/min for atazanavir and about 0.75 µg/min for ritonavir. ·
More detail
Atazanavir mass flow rose from about 0.33 µg/min at 10 µg/mL to about 1.95 at 70 µg/mL, then reached about 2.3 at 110 and 2.0 at 150 µg/mL (amorphous solubility 75 µg/mL). Telaprevir rose from about 0.62 µg/min at 20 µg/mL to about 3.2 at 120 µg/mL and 3.0 at 160 µg/mL (amorphous solubility 90). Nifedipine rose from about 1.4 at 30 µg/mL to about 4.65 at 90 µg/mL, then 4.55 and 4.05 at 130 and 170 µg/mL (amorphous solubility 72). Ritonavir reached about 0.78 µg/min at 30 µg/mL and stayed at 0.72-0.78 up to 80 µg/mL (amorphous solubility 28). Felodipine reached about 0.09 µg/min already at about 3 µg/mL and stayed at 0.08-0.10 up to 40 µg/mL (amorphous solubility 6). ·····
The authors read the break as the point where free drug, and so solute activity, stops rising after LLPS; the trend "appeared to be similar" to earlier cellulose-membrane results for the same compounds, although absolute values differ between membranes. Because mass flow did not keep rising with added drug, they conclude that drug-rich aggregates (200-300 nm) are "unlikely" to pass the 0.45 µm filter, "presumably" because its pores are filled with lipid; 0.22 and 0.45 µm filters gave similar mass flow. ······ The break positions are only as fine as the tested concentrations: for felodipine the plateau starts below the cited amorphous solubility, and nifedipine has no point between 70 and 90 µg/mL.
For lipophilic drugs, filter, pore size and lipid change mass flow little; for acetaminophen lipid matters
At each donor concentration, ATZ mass flow differed at most about 1.7-fold across hydrophilic and hydrophobic filters with or without 20% lipid (about 1.3-2.2 µg/min at 80 µg/mL, 3.2-3.7 at 1000); nifedipine gave about 2.8 vs 3.5 µg/min without and with lipid, while acetaminophen rose from about 0.19 to 0.50. ··
More detail
With a buffer receiver, ATZ mass flow at 80, 150, 500 and 1000 µg/mL was about 1.63, 1.80, 2.85, 3.5 µg/min on bare hydrophilic PVDF and 1.33, 1.67, 2.45, 3.7 with lipid; on hydrophobic PVDF it was about 1.70, 2.18, 3.01, 3.29 bare and 2.21, 2.34, 3.37, 3.15 with lipid. Only two pairs, both on the hydrophobic support (80 and 500 µg/mL, lipid higher), were marked significant. The authors nevertheless report no significant difference between filter types and similar values with or without lipid, and read this as evidence that the membrane is not the rate-limiting barrier. ··
On the hydrophobic support, nifedipine at 75 µg/mL gave about 2.77 µg/min bare and 3.50 with lipid, whereas acetaminophen at 500 µg/mL gave about 0.19 bare and 0.50 with lipid. The authors conclude that ATZ and NIF are "most likely" UWL-limited, typical for lipophilic compounds, and that APAP is predominantly membrane-limited ("strongly suggesting"); they attribute the low bare-filter APAP value to the hydrophobic filter rejecting hydrophilic molecules, as it did Lucifer yellow. By Eq. 1, ATZ (log P ~4.5) should have a high membrane permeability but a low UWL permeability. ······ The calculated permeabilities (Tables S2, S3) are in the supplementary information, which was not supplied.
SDS in the receiver strips the lipid from a hydrophilic support but not from a hydrophobic one
With SDS in the receiver, Lucifer yellow crossed the lipid-impregnated hydrophilic membrane (0.82 µg/min, against 1.01 bare and about 0 without SDS) and D2O leaked through it almost as through the bare filter; the hydrophobic lipid membrane passed no Lucifer yellow and, after 16 h, let through similarly little D2O with and without SDS (2.2% vs 3.0%). ····
More detail
Over 16 h Lucifer yellow crossed the bare hydrophilic filter at 1.01 µg/min, did not cross the lipid-impregnated hydrophilic membrane (about 0), but crossed it again at 0.82 µg/min when SDS was in the receiver; SDS was also detected in the donor. On the hydrophobic filter Lucifer yellow never crossed, bare or impregnated, with or without SDS. · The authors read this as SDS leaching the lipid from the hydrophilic support ("suggesting"; "might have caused"), which "could be" because lipid binds the hydrophilic filter more weakly; they add that Lucifer yellow is a questionable probe for a hydrophobic support, since it did not pass even the bare filter. ···
In the D2O test, after 60 min D2O had crossed both bare supports (peak absorbance about 0.20 hydrophobic, 0.185 hydrophilic), only slightly the lipid-impregnated hydrophilic membrane (about 0.086; "could possibly be" incomplete pore filling) and, with SDS in the receiver, almost as much as the bare hydrophilic filter (about 0.17). No D2O band appeared for the lipid-impregnated hydrophobic membrane with or without SDS. After 16 h the receiver held 3.0% D2O without and 2.2% with SDS. ·· The authors conclude that SDS impaired only the hydrophilic lipid membrane, so the larger mass flow with SDS on the hydrophobic support is not caused by membrane damage, and that water transport "may be" a better integrity test than Lucifer yellow. ··
A solubilizing receiver raises mass flow about two- to threefold, below and above the amorphous solubility
On the lipid-impregnated hydrophobic support, 2% SDS or pH 3 in the receiver raised ATZ mass flow from about 0.65 to about 2 µg/min at 20 µg/mL and from about 3.2 to about 9 µg/min at 1000 µg/mL; nifedipine rose from about 3.5 to 9.4 µg/min, acetaminophen only from about 0.50 to 0.55. ··
More detail
With a buffer, 2% SDS or pH 3 receiver, ATZ mass flow was about 0.65, 2.06 and 1.91 µg/min at 20 µg/mL (no nanodroplets); 2.24, 4.80, 5.07 at 80; 2.35, 5.69, 7.04 at 150; 3.37, 7.91, 7.74 at 500; and 3.17, 9.04, 8.57 at 1000 µg/mL. The two sinks gave similar gains, so the authors conclude the gain comes from the solubilizing capacity of the receiver, not from SDS micelles as such ("confirmed"). · SDS increased mass flow only marginally below its CMC (0.05% w/v), significantly at the CMC, and not further at 2%. ·· On the hydrophilic support the SDS sink lowered mass flow at 80 and 150 µg/mL (about 0.88 vs 1.31 and 1.15 vs 1.66 µg/min) and raised it at 500 and 1000 (about 3.75 vs 2.44 and 4.5 vs 3.68), while the text speaks of "a small increase"; lipid was leaching from this support. ··
The authors explain the gain by membrane asymmetry: with a solubilizer only in the receiver, drug leaves the membrane faster on the receiver side and receiver free drug stays near zero, so both membrane and UWL permeabilities rise. The effect should be large only for drugs with a high membrane partition coefficient, which fits the gain for ATZ and NIF and its absence for APAP (log P 0.46 or 0.51). ·····
With a sink, more nanodroplets mean more mass flow
With 2% SDS in the receiver, ATZ mass flow rose from about 5.0 to 8.8 µg/min as donor ATZ went from 80 to 1000 µg/mL; with a buffer receiver it rose only from about 2.2 to 3.2-3.4 µg/min. The derived donor-side interface concentration rose from about 42 to 75 µg/mL. ··
More detail
In the extended series (HPMCAS in donor and receiver), ATZ mass flow was about 5.0, 6.3, 6.0, 7.1, 7.5, 7.9 and 8.8 µg/min at 80, 100, 150, 250, 400, 500 and 1000 µg/mL. The authors scaled these to the donor-side interface concentration Cm1 by taking mass flow as proportional to Cm1 and setting Cm1 = 75 µg/mL at the maximum; the plotted Cm1 values (about 42, 53, 51, 60, 64, 67, 75 µg/mL) correspond to scaling by the 1000 µg/mL value, about 8.8 µg/min, rather than the "~8 µg/min" named in the text. ·· They describe Cm1 as rising asymptotically to "a near-plateau" at 400 µg/mL, "quantitatively agreeing" with the idea that nanodroplets replenish drug at the membrane surface. Without a strong receiver sink the nanodroplet effect was "not as notable" (Fig. S8, not supplied), and across cellulose the mass flow stayed constant. ··· ATZ mass flow with each additive "seemed to eventually plateau at ~ 8 µg/min" (Fig. S7, not supplied). ·
Nanodroplet size does not order mass flow; surface charge may
At 150 µg/mL ATZ with a sink, nanodroplets with neutral HPMC or PVPVA gave about 7.5-7.7 µg/min, against about 5.0-5.7 µg/min with charged additives; CTAB agglomerates of about 1000 nm gave the same mass flow as about 280 nm HPMCAS droplets. ··
More detail
Mass flow, zeta potential and Z-average size were about 7.7 µg/min, 0 mV, 380 nm with HPMC; 7.5, −2, 250 with PVPVA; 5.7, −9.6, 283 with HPMCAS; 5.4, −24.6, 245 with SDS+HPMCAS; 5.7, +12.6, about 1000 (no error bar) with CTAB+HPMCAS; and 5.05, +11.6, 340 with the Eudragit additive. · The text names this additive Eudragit L100 and calls it anionic with a negative charge, whereas the materials list and figure name Eudragit E PO and the plotted zeta potential is positive. · Since larger CTAB agglomerates and larger HPMC droplets did not give lower mass flow, the authors reject the size-dependent "shuttling" of nanoparticles into the UWL (Stokes-Einstein) as the main cause, and propose that surface properties (charge and polymer type) "may impact" mass flow, "although additional experiments are warranted". ···· More HPMCAS in the donor lowered ATZ mass flow at 150 µg/mL (Fig. S9, not supplied). ·
04Further observations
- The SDS CMC was 0.05% w/v; mass flow jumped at the CMC and rose no further up to 2% SDS. ·
- Across regenerated cellulose, ATZ mass flow stayed constant above the amorphous solubility. ·
- Lucifer yellow did not pass even the bare hydrophobic filter, so it cannot test that support. ·
- SDS crossed from receiver to donor through the hydrophilic lipid membrane.
- More HPMCAS in the donor lowered ATZ mass flow at 150 µg/mL.
More detail
- SDS sink saturates early. The CMC of SDS in 50 mM pH 6.8 phosphate buffer at 37 °C was 0.5 mg/mL (0.05% w/v) and that of CTAB 0.05 mg/mL. With 150 µg/mL ATZ in the donor, mass flow rose marginally below the SDS CMC, significantly at the CMC, and not further at 2% w/v; the text places the full sink effect "at 0.15% SDS", three times the measured CMC. ···
- Cellulose behaves like the classic plateau. ATZ mass flow across regenerated cellulose was essentially constant at concentrations greatly above the amorphous solubility; the authors take cellulose to be membrane-limited, so nanodroplets cannot raise the concentration gradient there. ·
- Lucifer yellow is blind on hydrophobic supports. It did not cross the bare hydrophobic filter (about 0 µg/min against 1.01 on the bare hydrophilic filter), so a zero reading there says nothing about the lipid layer. ·
- SDS moves both ways. SDS was detected in the donor after crossing the lipid-impregnated hydrophilic membrane, taken as further evidence of lipid leaching. ·
- More polymer, less mass flow. At 150 µg/mL ATZ, mass flow decreased as the HPMCAS concentration in the donor increased; the authors suggest additives adsorb onto or partition into nanodroplets and change their dissolution or even their amorphous solubility ("can potentially be explained"). ··
- Neutral additives reach the maximum sooner. The maximum mass flow (about 8 µg/min) was reached at 150 µg/mL ATZ with HPMC and PVPVA but needed more drug with HPMCAS and Eudragit. ·
05How the authors connect the findings
More detail
- Where the resistance sits. By Eq. 1 the overall permeability is limited by its smallest term. ATZ (log P ~4.5) partitions well into the membrane but diffuses slowly through the water layers, so it is UWL-limited; this is why pore size, filter type and lipid changed its mass flow little, while D2O and APAP, which are membrane-limited, depended on the membrane. ···
- What the sink does. Partitioning of non-polar solutes into the bilayer is driven by the hydrophobic effect and solute-bilayer interactions. With buffer on both sides, rate constants into and out of the membrane are the same on both sides; a solubilizer on the receiver side only makes them differ, the overall partition coefficient becomes the logarithmic mean of the donor and receiver values, the membrane concentration falls and the donor concentration declines faster (Fig. 9). With SDS, drug entering the receiver partitions into micelles; at pH 3, ATZ ionizes "immediately". Both keep receiver free drug near zero. The authors use this to explain the gain below the amorphous solubility, leaving the gain above it to be explained separately. ·······
- Who gains from the sink. Asymmetry matters when the membrane partition coefficient is large; for low-K solutes the exit rate is already high. Hence ATZ and NIF gained and APAP did not.
- Ruling out the alternatives above the amorphous solubility. Membrane integrity was intact on the hydrophobic support, nanodroplets cannot pass lipid-filled pores, and D2O transport showed no change for the surfactant or pH conditions; so two contributions remain: the sink with its asymmetry, and the nanodroplets in the donor. · Larger agglomerates (CTAB) gave the same gain as smaller droplets (HPMCAS), contrary to the size-dependent shuttling expected from Stokes-Einstein, so the authors looked for another route. ·
- The reservoir route. By analogy with bile acid micelles that replenish fatty acids at the gut wall, nanodroplets "can potentially dissolve virtually instantaneously" to replace absorbed drug, keeping the water near the membrane at the amorphous solubility and removing the UWL gradient, so the system becomes membrane-limited (Fig. 11). With a sink, mass flow is proportional to Cm1, and the Cm1 values derived from mass flow rose toward 75 µg/mL. ···
No receiver sink. The receiver-side UWL still limits → replenishing the donor side helps little → mass flow levels off (Fig. 11, panel c ≈ a). ··
Receiver sink. The membrane becomes the barrier → nanodroplets raise Cm1 → mass flow rises with nanodroplet number up to a plateau set by the amorphous solubility at the surface (Fig. 11, panel d highest). ·
What sets the size of the gain. Additives that adsorb onto or partition into nanodroplets may change their dissolution rate or amorphous solubility, which would explain why HPMC and PVPVA reached the maximum at 150 µg/mL while HPMCAS and Eudragit needed more drug, and why more HPMCAS lowered mass flow. ··· The effect "would be more pronounced for larger molecules", whose UWL permeability is lower.
Conclusion drawn. In the conclusions, nanodroplets "were observed to serve as drug reservoirs", reducing the UWL gradient and raising the driving force across the membrane; in the abstract the gradual increase "was attributed to" this effect. The interface concentration was derived, not measured. ·
06What it means for formulation
- PAMPA results for supersaturated formulations depend strongly on the assay, above all on the receiver; mass flow needs mechanistic interpretation. ·
- Monitoring water transport "may be" a better membrane-integrity test than Lucifer yellow.
- Polymer or surfactant type in the donor "certainly warrants careful consideration" when nanodroplets are present.
- With a buffer receiver, PAMPA mostly reads the free-drug ceiling; with a strong sink it also rewards drug-rich nanodroplets, so the receiver decides whether nanodroplet-forming formulations look better.
- Hydrophilic PVDF with an SDS receiver loses its lipid, so for DS-PAMPA of supersaturating formulations a hydrophobic support is the safer choice under these conditions.
More detail
- The composition of the receiver had "a remarkable impact" on mass flow; mass flow of highly supersaturated lipophilic drug solutions was "highly dependent on the assay conditions".
- Understanding where the extra mass flow comes from is needed to choose the best system for evaluating supersaturating formulations and a design most readily translated in vivo.
- Water (D2O) transport "may be an improved approach" over Lucifer yellow for checking membrane integrity, especially on hydrophobic supports. ·
- The type and concentration of polymer or surfactant change nanodroplet properties and the mass flow gain and "certainly warrant careful consideration". ·
- The nanodroplet effect "may have a significance in in vivo settings", but mucus "may play an important role" against nanoparticle transport.
- Two ASD formulations with the same free-drug concentration but different numbers of nanodroplets will look alike in a buffer-receiver PAMPA and different in a sink-receiver PAMPA; the choice of receiver is therefore part of the question being asked.
- At the same drug concentration, the neutral polymers gave about 1.3-fold the mass flow of HPMCAS (about 7.5-7.7 vs 5.7 µg/min) in this set-up, so ranking ASD polymers by PAMPA flux may partly reflect nanodroplet surface chemistry rather than free drug alone.
- Because the lipophilic drugs here are UWL-limited, stirring and hydrodynamics, which set UWL thickness, are likely to matter more than lipid recipe for such drugs.
07Open questions
- Do nanodroplet surface properties (charge, polymer type) set the mass flow gain? Further experiments are "warranted".
- Is the nanodroplet effect relevant in vivo, given the mucus layer?
- The interface concentration Cm1 was derived from mass flow, not measured.
- All nanodroplet and sink-series work used atazanavir only. ·
More detail
- How polymer or surfactant type changes drug-rich nanodroplet properties is "still an active area of research".
- Surface properties (charge and polymer type) "may impact" mass flow; additional experiments are needed.
- Would larger molecules, with lower UWL permeability, gain more from nanodroplets?
- Does mucus block nanoparticle transport to the cell membrane in vivo?
- Cm1, UWL thickness and nanodroplet dissolution rate were not measured; the Cm1 curve is a rescaling of the mass flow curve anchored at 75 µg/mL. ·
- The membrane asymmetry itself (rate constants or partition coefficients on each side) was not measured in the main text; the Pm and PUWL calculations are in the SI, which was not supplied.
- The nanodroplet series used one drug (ATZ), one stabilizing polymer by default (HPMCAS) and one hydrophobic support; nifedipine and acetaminophen were tested at one concentration each. ··
- Which Eudragit grade was used, and its sign of charge, is unresolved.
- Temperature, buffer strength and replicate number per experiment are not given in the main text.
08How solid
AI assessment, not a statement made in the paperThe sink effect and the membrane-integrity results are direct and large. The UWL-limited reading fits the data but rests partly on SI calculations not supplied, and the nanodroplet-reservoir mechanism rests on a rescaling of mass flow, for one drug. Several text statements do not match the figures. ·····
More detail
- The receiver sink gain is large and consistent: two different sinks (SDS, pH 3) gave similar two- to threefold increases for ATZ, and SDS gave a large gain for NIF but not APAP. ·
- Lipid leaching on hydrophilic supports with SDS is shown by two independent probes (Lucifer yellow, D2O), with a hydrophobic control that stays intact. ··
- The rise of mass flow with drug concentration above the amorphous solubility under sink is monotonic over seven concentrations.
- The linear-then-plateau behaviour below and above the amorphous solubility is seen for five drugs.
- The reservoir mechanism rests on Cm1 values that are mass flow rescaled to 75 µg/mL; no interface concentration, UWL thickness or dissolution rate was measured. ·
- Text and figures disagree in places: "no significant difference" despite significant pairs in Fig. 3b; "a small increase" with SDS on the hydrophilic support despite lower values at 80 and 150 µg/mL; a low-sink plateau in Fig. 1 against a rising Fig. 3. ··
- The same bars appear in several figures, so the independent replicate base is smaller than the number of figures suggests; n and error-bar type are not stated. ·
- Material and value conflicts: the Eudragit grade and charge, NIF at 75 µg/mL called below its 72 µg/mL amorphous solubility, two APAP log P values, and 0.15% SDS against a 0.05% CMC. ···
- "Lipid composition" was not compared directly (2% vs 20% lipid), and membrane fluidity was not measured although it is ruled out. ·
- The supplementary information (per-experiment conditions, Pm and PUWL) was not available for this card.
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) |
|---|---|---|---|
| Fig. 1 (p.105)key figure | Summarizes the experimental space and the outcome assigned to each set-up.··· | 0.2 | A schematic, not data. Its low-sink plateau conflicts with Fig. 3. |
| Fig. 2 (p.106)key figure | Mass flow of five drugs rises linearly and breaks near the amorphous solubility. | F1, K1 | Felodipine plateaus below 6 µg/mL; no NIF point between 70 and 90. |
| Fig. 3 (p.106)key figure | ATZ mass flow changes little with filter type and lipid. | F2, K2 | Two lipid pairs on HPO are significant despite "similar" in the text. |
| Fig. 4 (p.107)key figure | SDS sink raises ATZ mass flow on the hydrophobic support; mixed on the hydrophilic one. | F4, K4 | Hydrophilic SDS bars are lower at 80 and 150 µg/mL. |
| Table 1 (p.107)key figure | Lucifer yellow shows lipid loss on hydrophilic PVDF with SDS. | F3, K3 | |
| Fig. 5 (p.108)key figure | D2O transport confirms leakage only for the hydrophilic lipid membrane with SDS. | F3, K3 | |
| Fig. 6 (p.108)key figure | SDS and pH 3 sinks give similar gains, below and above the amorphous solubility. | F4, K4 | Buffer and SDS bars repeat those of Fig. 4b. |
| Fig. 7 (p.109)key figure | NIF is UWL-limited, APAP membrane-limited. | F2, K2 | NIF 75 µg/mL is above its cited 72 µg/mL amorphous solubility. |
| Fig. 8 (p.110)key figure | Additives change nanodroplet charge and size; mass flow follows charge type, not size. | F6, K6 | Eudragit grade and charge conflict; CTAB size may be capped.· |
| Fig. 9 (p.111)key figure | Schematic of asymmetric transport kinetics under a receiver sink.· | 0.5 | A schematic, not data. |
| Fig. 10 (p.112)key figure | Mass flow keeps rising with nanodroplet number under sink; derived Cm1. | F5, K5 | Cm1 is a rescaling of mass flow anchored at 1000 µg/mL. |
| Fig. 11 (p.113)key figure | Schematic of the four scenarios: sink and nanodroplets together give the highest flux. | 0.5 | A schematic, not data. |
| Table S1 (SI, not supplied) | Per-experiment stock concentration, buffer and temperature. | Not available for this card. | |
| Figs. S1-S2 (SI, not supplied) | Pore-size test; ATZ across cellulose stays constant.· | F1, F2 | Only the text statements are available. |
| Figs. S3-S6 (SI, not supplied) | SDS crossing to the donor; CMC of SDS and CTAB; SDS concentration series.·· | F3, F4 | 0.15% SDS against a 0.05% CMC. |
| Figs. S7-S9 (SI, not supplied) | Additive series to the ~8 µg/min plateau; sink vs no sink vs cellulose; HPMCAS concentration.·· | F5, F6 | Only the text statements are available. |
| Tables S2-S3 (SI, not supplied) | Pm and PUWL with and without SDS sink. | K2, K4 | Values not available for this card. |