2. 338 S. L. CANTOR ET AL.
hydroxypropylmethylcellulose (HPMC) (Ford, Rubinstein, & lead to fracturing of the film coating (Asano et al., 1997;
Hogan, 1985; Li, Martini, Ford, & Roberts, 2005; Merchant, Yuasa, Takashima, Omata, & Kanaya, 2001).
Shoaib, Tazeen, & Yousuf, 2006; Williams, Reynolds, Water plays an important role in the extrusion–spheronization
Cabelka, Sykora, & Mahaguna, 2002) and to some degree with process as it acts as a lubricant in helping ease the passage of
combinations of HPMC and ethylcellulose (EC) (Makhija and extrudates through the die wall. However, the presence of too
Vavia, 2002; Tiwari, Murthy, Pai, Mehta, & Chowdary, 2003; much moisture in the wet mass can cause stickiness and exces-
Vatsaraj, Zia, & Needham, 2002). Although HPMC is known sive aggregation of the extrudate strands; conversely, material
to provide zero-order drug release with profiles spanning 24 h that is too dry can generate a wider particle size distribution
or more (Ford et al., 1985; Merchant et al., 2006), it is also with substantial amounts of fines during extrusion–spheronization
known to form relatively tacky solutions (Ritala, Holm, (Rough, Bridgwater, & Wilson, 2000). Moreover, the type of
Schaefer, & Kristensen, 1988). This polymer would not be the granulating liquid can have a profound impact on the bead
preferred choice for extrusion–spheronization as it would form characteristics.
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a tacky, cohesive, and swelling mass that would be difficult to Microcrystalline cellulose (MCC) is well known to be an
extrude and spheronize, and therefore, the properties of EC are important moisture modulator during extrusion–spheronization
ideal for this application. (Ek & Newton, 1998; Kleinebudde, 1997), and recent research
EC is available in a number of viscosity grades (7, 10, and has shown that MCC swells significantly less in the presence
100 cP) that differ in their degree of substitution and average of alcoholic solvents (e.g., ethanol and isopropanol) (El Seoud,
molecular weight. It was hypothesized that the elevated levels Fidale, Ruiz, D’Almeida, & Frollini, 2008). Beads prepared
of a high surface area, nonswellable, and micronized grade from alcohol tend to be weak, friable, irregular in shape
(7 cP) of EC could act as a hydrophobic matrix in the beads to (Elbers, Bakkenes, & Fokkens, 1992; Millili & Schwartz,
effectively delay drug release. EC can produce hard tablets 1990), and porous (Berggren & Alderborn, 2001). Johansson,
with low friability, and while the tablets will usually disinte- Wickberg, Ek, and Alderborn (1995) showed that bead porosity
grate readily, the hydrophobic nature of EC acts to retard drug was inversely proportional to the tensile strength of compacts
release. In fact, it has been shown that the lower viscosity formed at a certain compression pressure. However, increasing
grade of EC (7 cP) allows for the production of harder tablets the water content of the granulation liquid led to an increase in bead
For personal use only.
under similar compression forces (Katikaneni, Upadrashta, crushing strength (Millili & Schwartz, 1990). Beads prepared
Neau, & Mitra, 1995a; Katikaneni, Upadrashta, Rowlings, with MCC and higher water levels between 35 and 45% (wt/wt)
Neau, & Hileman, 1995b; Upadrashta, Katikaneni, Hileman, were shown to be less friable and have larger particle sizes
Neau, & Rowlings, 1994). This grade also displayed an improved (Heng & Koo, 2001). The behavior of MCC in the presence of
compactibility and reduced elastic recovery. In fact, the tablets moisture will affect its ability to be an extrusion–spheronization
prepared using low-viscosity EC have been shown to have aid and can ultimately impact the bead quality. There have
lower porosity values; and this resulted in slower dissolution been a number of articles dating back to more than a decade
rates as compared with the tablets prepared using higher vis- that have tried to address the problem of producing tablets
cosity EC grades (Khan & Meidan, 2007; Shlieout & Zessin, from controlled release-coated beads. Because the topic is very
1996). Although these unique properties of low-viscosity, complex and there are several potential problems such as the
micronized EC warrant its further study in beads prepared via properties and levels of the coated drug beads and placebo
extrusion–spheronization, no work to date has examined the beads themselves, mechanical properties of the polymer films
role that EC alone plays in modifying the release of water-soluble used to coat the drug beads, segregation during tableting, and
drugs from multiparticulate systems. drug release during dissolution, the earlier research has met
An excipient believed to play an important role in placebo with varying levels of success (Aulton, Dyer, & Khan, 1994;
bead formulations would be calcium silicate. The presence of Dyer, Khan, & Aulton, 1995). More recently, however, authors
high levels of calcium silicate (~40%) has been shown to give have achieved success in tableting-coated drug beads by the
substantially higher mechanical strength to tablets (Yuasa, careful selection of the film-coating material, cushioning
Akutagawa, Hashizume, & Kanaya, 1996). These authors explained placebo bead formulation, ratio of placebo beads to coated
that this highly porous excipient deformed plastically and drug beads, and compression force (Lundqvist, Podczeck, &
underwent brittle fracture at low compression pressures. This Newton, 1998; Vergote, Kiekens, Vervaet, & Remon, 2002).
fracturing could increase the contact points and contact area Although the aim of this study was to first characterize the
among particles, which increases interparticle bonding and physical properties of the APAP beads and placebo beads, the
tablet crushing strength. Moreover, because of its highly overall objective of this research was to develop prototype
porous nature and the ease with which the calcium silicate modified release APAP tablet formulations with in vitro
deforms and fractures, it should be able to adequately protect release profiles greater than 8 h. Moreover, it was also desired
the drug bead film-coat from rupturing by widely distributing to study (a) the compactibility of the placebo beads themselves
the compressive stress along the surface of the drug particles and their protective cushioning effect when compacted with
and preventing stress concentration at contact points that could coated drug beads, (b) the individual effectiveness that both the
3. FORMULATION OF MULTIPARTICULATE MODIFIED RELEASE TABLETS 339
EC matrix and the Surelease® bead coating had on the suppression TABLE 1
of APAP release, and (c) the segregation tendency of a mixture Generalized APAP Bead and Calcium Silicate-Based
of placebo beads and uncoated, drug-loaded beads. Placebo Bead Formulations
Componenta Drug Placebo
MATERIALS AND METHODS
Acetaminophen (15 mg) 7.1 0
Materials Avicel® PH-101 25–40 20–30
APAP USP and polyvinylpyrrolidone (PVP NF) K29/32 Lactose, anhydrous qs qs
were supplied by ISP (Wayne, NJ, USA) and Mallinckrodt PVP K 29/32 2–6 3–6
(St. Louis, MO, USA), respectively. Fine particle EC NF 7 cP Ethylcellulose, 7 cP 40–60 0
viscosity grade (Ethocel 7-FP Premium), with an ethoxyl Calcium silicate 0 30
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content of 48.0–49.5%, was a gift from Dow Chemical Company AcDiSol® 0 20
(Midland, MI, USA). MCC NF (Avicel® PH-101) was supplied Granulating liquid Water Alcohol (0–20%, wt/wt)
by FMC Corp. (Princeton, NJ, USA). Calcium Silicate NF (FM a
All quantities are in % (wt/wt).
1000) was donated by J.M. Huber Corp. (Havre de Grace, MD,
USA). Glycerol monostearate (GMS) NF flakes were purchased
from Spectrum Chemicals (New Brunswick, NJ, USA). Sodium high-shear homogenizer (Model PT 10/35, Polytron® Kinemat-
Starch Glycolate NF (Explotab®) was supplied by JRS Pharma ica AG; Brinkmann Instruments, Westbury, NY, USA) at
(Patterson, NY, USA). Magnesium Stearate NF was obtained from 22,000 rpm. Batches of 1,300 g were prepared by first heating
Mutchler, Inc. (Harrington Park, NJ, USA). Denatured Alcohol the GMS to 80°C in a stainless steel beaker on a double boiler.
formula 3A was purchased from VWR Scientific (Bridgeport, NJ, The powders were weighed, blended together, and slowly
USA). Heavy white mineral oil (density 0.88 g/mL) was purchased added into the GMS while the mixture was being continuously
from ICN Biomedicals, Inc. (Aurora, OH, USA). Surelease® dis- stirred with a metal spatula. Once all powders were added,
persion (Lot# IN509318) and Starch 1500 NF were supplied by the mixture was subsequently homogenized for an additional
Colorcon (West Point, PA, USA).
For personal use only.
10 min. An ice bath was used to cool the mixture to 50°C, and
then the material was hand sieved through a #12 screen, and
Bead Manufacture: APAP Beads and Calcium the beads were immediately spheronized at 550 rpm for 25 s.
Silicate-Based Placebos The material was again sieved on a #30 screen and the fines
Batches of 400 g were mixed in a planetary mixer (Model discarded.
KU-1; Erweka, Heusenstamm, Germany). The drug formula-
tions were prepared by combining all dry powders including Experimental Design
PVP K29/32 in the mixing bowl, granulating with distilled Separate fractional factorial central composite designs were
water, and mixing for 5 min. The placebo formulations containing done for both calcium silicate-based placebo beads and APAP
calcium silicate were prepared in the same way except that a beads, and batches were generated and analyzed using Stat-
10% (wt/wt) aqueous binder solution of PVP K29/32 was used graphics Plus® 5.0 (Herndon, VA, USA). A triplicate run of the
to deliver between 3 and 6% (wt/wt) solids on a dry weight center point was performed to check for precision. For drug-
basis. Furthermore, the effect of the alcohol added to batches at loaded beads, each independent variable was studied at three
three levels of 0, 10, and 20% (wt/wt) was also studied (Table 1). levels: (a) EC : MCC ratio (1:1 to 2.4:1) and (b) dry binder
After the wet mass was prepared, it was extruded at 37 rpm level (PVP K29/32) (2–6%, wt/wt). For placebo beads, each
using a single-screw Fuji Paudal Co. Extruder (Osaka, Japan), independent variable was also examined at three levels: (a)
Model# EXKS-7 fitted with a screen of 1-mm aperture size. MCC level (20–30%, wt/wt); (b) PVP K29/32 binder solution
The extrudates were then immediately spheronized at 500 rpm for (36%, wt/wt on a dry weight basis); and (c) alcohol level
approximately 30 seconds using a Caleva Model 15 Spheronizer (binary mixture of denatured alcohol and distilled water from
(GB Caleva Ltd., Ascot, UK) equipped with a 375-mm diame- 0–20%, wt/wt).
ter crosshatched plate. The beads were air-dried at ambient
temperature for 48 h. All subsequent tests were determined using
a #18/30 sieve cut of beads to eliminate any oversize and fines. Particle Size and Shape Analysis
The bead particle size was determined in triplicate by sieve
analysis (ATM Model L3P Sonic Sifter®, Milwaukee, WI,
GMS Placebo Bead Manufacture USA). The tests were run for 5 min at an amplitude setting of 6
The lipid-based placebo beads consisted of the following and a pulse setting of 5. Preliminary tests that compared the
ingredients (wt/wt): 50% GMS (m.p. 53ºC), 42% Starch 1500, weight retained on the sieves at 5, 8, and 10 min showed no
and 8% sodium starch glycolate. Beads were produced using a difference so a 5-min time was adopted for sieving.
4. 340 S. L. CANTOR ET AL.
The percentage of beads by weight retained on each sieve Loss on drying (LOD) was determined on dried batches
was determined and the geometric mean diameter, labeled as using a Computrac Max 2000XL Moisture Analyzer (Arizona
GMD, D50, or dg, and geometric SD, sg, of the distributions Instruments, Tempe, AZ, USA). All batches were dried to a
were calculated using the following equations (Sinko, 2006): LOD < 1.0% with an endpoint rate set at < 0.01%/min.
∑(ni × log di ) (1) Porosity of APAP Beads and Calcium Silicate-Based
log dg = , Placebos
∑ ni
Porosity was determined by first using a helium displace-
ment pycnometer to measure the true density of the beads and
where ni is the weight percent of particles in the ith interval, for from this to calculate their true volume (Vt ). Determinations
all ni; and di is equal to the midpoint of the diameter of the size were based on five replicates. The same weight of beads used
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interval in the ith interval, for all di. for the true density determination was put into a 25-mL gradu-
ated cylinder filled with a known volume of heavy white
mineral oil. The volume of oil displaced by the beads is taken
∑ ni (log dg − log di )2 to be Vg, or the apparent granular volume, and represents the
log s g = (2)
∑ ni true volume of the solid plus the volume of the pores >10 mm.
The percent porosity is calculated by the equation:
A two-dimensional shape factor was measured using a Nikon
Eclipse ME600 optical microscope coupled with SPOT v. Vg − Vt
e= × 100 (5)
3.5.6 image analysis software (Diagnostic Instruments, Inc., Vg
Sterling Heights, MI, USA). Transmission illumination was
used with a 5× objective. The calculation used the following
This method is a reasonable calculated estimate of the
equation with a value of 1 indicating a perfect sphere, and any
actual intraparticle porosity and is also environmentally safe,
For personal use only.
value less than 1 reflecting a deviation from perfect sphericity
as no mercury is used during the test. Determinations were
(Debunne, Vervaet, Mangelings, & Remon, 2004):
based on three replicates.
For comparison purposes, a sample of the 20% ETOH
4 p × projected area placebo beads was analyzed using a Quantachrome® Autoscan
Sphericity = (3)
perimeter 2 60 Mercury Intrusion Porosimeter (Particle Technology Labs
Ltd., Downers Grove, IL, USA). The sample was analyzed
according to the procedures outlined by the USP 29/NF 24
using method <846>. A 10-point B.E.T. isotherm analysis was
True Density
used during the high pressure intrusion to analyze intraparticle
True density was measured using a helium displacement pores in the range of ~8–0.004 μm.
pycnometer (Accupyc 1330, Micromeritics, Norcross, GA,
USA) according to the USP 29 general chapter <699> on density
of solids. The true densities reported are the average of five Coating of APAP Beads
determinations. The coating of APAP beads with Surelease® diluted to 15%
(wt/wt) solids was performed at Colorcon. Drug beads (50 g)
were mixed with qs sugar spheres 20/25 NF (990–1,400 μm)
Flow Properties and Moisture
from Chr. Hansen, Inc. (Milwaukee, WI, USA) for a batch size
Bulk densities of batches were determined by using a powder of 300 g and coated using a Fluid Air lab scale model #0002
funnel to gently fill beads up to the 60-mL mark on a 100-mL (Aurora, IL, USA) equipped with a 0.8-mm nozzle. Inlet air
graduated cylinder. The tap densities of the 18/30 mesh cut of temperature was approximately 75°C, product temperature was
beads were determined by using a Jel Stampf® Volumeter 40°C, exhaust air temperature was 35°C, and atomizing air
Model 2003 (Ludwigshafen, Germany) and calculated after an pressure was 1.2 bar. Beads were coated to three different
additional 750 taps according to USP 24 method <616>. Densities theoretical weight gains of 10, 15, and 20%. Bottom spray was
were determined in duplicate. The Carr Compressibility Index used until the desired theoretical weight gain was achieved; the
(CI%) is a measure of flowability and is calculated from the sugar spheres were then sieved out and discarded.
bulk (rb) and tapped densities (rt) as follows:
Tableting and Tablet Evaluation
rt − rb
CI% = × 100 (4) For manual tableting studies, 10 g of a combination of drug
rt and placebo beads in various ratios were added to a plastic bag
5. FORMULATION OF MULTIPARTICULATE MODIFIED RELEASE TABLETS 341
and mixed for 3 min. Blends of APAP beads and calcium sili- V-blender for 5 min. Dyeing of the APAP beads was per-
cate-based placebos required the addition of 0.5% magnesium formed to give a good visual examination of any segregation
stearate (passed through a #30 screen) and bead ratios of 50:50 occurring during the particle flow. A segregation tester was
and 60:40 resulted in APAP tablet dosages of 12.30 mg and assembled and used according to the ASTM D6940-04 proce-
14.79 mg, respectively. A single-station instrumented Stokes dure (Xie et al., 2007). Fourteen bags were collected with
B2 rotary tablet press (operating at 30 rpm) equipped with an approximately 40–45 g of the blend in each bag (Figure 1).
instrumented eye bolt for compression force and an ejection Concentrations of APAP in the first, middle, and last samples
cam for ejection force was used with 8.7 mm round, concave were obtained by UV spectroscopy at 254 nm and the coeffi-
punches. Beads were accurately weighed and manually filled cient of variation (CV) of APAP content calculated between
into the die to achieve target tablet weights of 350 ± 5 mg. the first and middle samples, middle and last samples, and first
Tablet crushing strength (hardness) was determined by diametric and last samples.
compression and measured from a range of compression forces
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using a hardness tester (Model HT-300; Key International Inc.,
Statistical Analysis
Englishtown, NJ, USA). All tablets were kept at ambient
Statistical analysis of the data was performed using SPSS
temperature for 24 h before crushing strength testing for elastic
software v. 12 (Chicago, IL, USA) and one-way analysis of
recovery.
variance (ANOVA) with least significant difference (LSD)
was selected as the post hoc test. The LSD is the least conser-
Dissolution Testing vative post hoc test and is therefore more likely to find differ-
Dissolution testing of different tablets and beads was ences within a treatment. Statistical differences within either
performed in 900 mL of distilled water at 37°C ± 0.5°C using the drug or the placebo bead groups were determined, and a
USP apparatus II at 50 rpm (Vankel VK 7000; VanKel Indus- p-value less than .05 was considered significant.
tries, Inc., Cary, NC, USA) in conjunction with a dissolution
bath heater (Model VK 750D, VanKel, Edison, NJ, USA).
RESULTS AND DISCUSSION
Samples (1.5 mL) were manually withdrawn at specified time
For personal use only.
intervals and replaced by new media. The samples were placed Preparation of APAP Beads and Calcium Silicate-Based
in Eppendorf® centrifuge tubes and spun using an Eppendorf® Placebo Beads
5415C centrifuge (Brinkmann Instruments Inc.) at 13,000 rpm The type of granulating liquid can have a profound impact
for 2 min. This was found to be more effective than filtration on the bead characteristics, affecting porosity, density, crushing
and led to more stable spectrophotometric readings. APAP was strength, friability, and shape. The percentage of water added
spectrophotometrically analyzed at 254 nm using a Spectronic (dry basis) for granulation was higher for all placebo batches
Genesys 2 UV/VIS spectrophotometer (Thermo Electron Corp., as compared with drug batches; approximately 200 versus
Waltham, MA, USA) with quartz cuvettes of 1-cm pathlength.
All dissolution profiles are the mean of six dissolution runs and
all tests were performed under sink conditions. Absorbance
values were converted to amount of the dissolved drug, and a
standard curve (R2 ≥ .999) was generated. The amount of the
drug dissolved in milligrams was then normalized for all time
points based on the amount originally present in the tablet or
bead.
Scanning Electron Microscopy
Surface morphology of beads were observed with a Jeol
T-200 SEM (Tokyo, Japan) using a 25-kV accelerating voltage Orifice
and a working distance of 20 mm. Beads were adhered to
standard aluminum mounts using a glue stick, and the samples
were then sputter coated with gold/palladium at 10 mA for
3 min (Hummer IV, Annandale, VA, USA).
Segregation Testing: APAP Beads and Placebo Beads
Calcium silicate-based placebo beads (10% alcohol) and
uncoated APAP beads (60% EC) (prepared with 0.03% gentian FIGURE 1. Segregation tester for the blend of APAP beads and calcium
violet) were mixed together in a 50:50 vol/vol ratio in a 2-qt. silicate-based placebo beads.
6. 342 S. L. CANTOR ET AL.
80–90% (wt/wt), respectively. This reflects the fact that the and APAP beads are shown in Figure 2. It is evident that while
placebo batches required much greater levels of liquid (roughly drug beads exhibit a smooth surface and fairly round shape, the
2.5 times more) to obtain a uniform wet mass of the correct surfaces of the placebo beads are rougher and covered with
plastic consistency that would prevent generation of excess pores of varying sizes, and the bead shapes are more irregular.
fines during processing. It was also observed that the placebos
prepared with the highest alcohol content (20%) required the
addition of the most granulating liquid; however, it is known Characterization: APAP Beads and Calcium Silicate-Based
that solvents generally suppress the hydration and swelling of Placebo Beads
MCC (El Seoud et al., 2008) and may have an impact on the Calcium silicate-based placebo beads and APAP beads
hydration of other excipients as well. The amount of water were characterized according to bulk and tap densities, CI, geo-
required for granulation has been shown to have a direct effect metric mean particle size (dg ± sg), and intraparticle porosity.
on the bead porosity, with higher water levels leading to While the summary of the results is presented in Table 2, all
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increased porosity (Agrawal, Howard, & Neau, 2004). While results from the Statgraphics® central composite designs are
these results show only a minor effect on porosity using levels given in Tables 3 and 4 with the center point batches shaded
of alcohol from 0 to 10%, 20% alcohol produced placebo gray. CI values were all less than 15, indicating very good
beads with significantly higher porosities. Although previous flowability of beads (Wells, 1988). The APAP beads had
work demonstrated that beads prepared from alcohol tended to consistently lower bulk and tap densities with lower SDs as
be weak, friable, and irregular in shape (Elbers et al., 1992; compared with placebo beads. Iyer, Augsburger, Pope, and
Millili & Schwartz, 1990), increasing the water content of the Shah (1996) observed that beads prepared with higher water
granulation liquid can also lead to increased bead crushing levels have higher tap densities as moisture assists in densifying
strength (Millili & Schwartz, 1990). However, such placebo and deforming the extrudates during spheronization. Placebo
beads with mechanical strengths greater than the admixed- beads were shown to have consistently higher tap densities
coated drug beads would be ineffective as cushioning agents compared to drug beads. However, although the mean particle
(Aulton et al., 1994). It is essential to have a thorough knowl- sizes were generally somewhat higher for the APAP beads, the
edge of excipient properties so that optimal formulations can 40% EC level showed beads that were significantly smaller
For personal use only.
be prepared. For example, it is known that MCC is hydrophilic than beads prepared with higher EC levels. Perhaps, the higher
and also has some swelling ability. Although its use was quantity of the micronized EC powder can act to increase the
required to obtain the correct plasticity of the extruded mass, bead particle size through a layering effect while the beads are
the MCC level needed to be kept low at around 15% to prevent in contact with each other spinning around in the spheronizer.
internal bead swelling. Such swelling would produce cracks in The particle size distributions were found to be log-normal.
the outer bead film coating and thus, destroy the controlled The Pareto Charts for APAP beads and calcium silicate-
release effect. Also, other hydrophilic excipients such as the based placebo beads are shown in Figures 3 and 4, respec-
PVP binder and lactose should also be closely examined to see tively. The intersection of a horizontal bar with the vertical line
whether they can be replaced by other ingredients such as diba- indicates that a parameter is statistically significantly different
sic calcium phosphate, which is insoluble in water and can also (p < .05) from the rest of the group.
assist in delaying release of water-soluble drugs. For APAP beads, the EC : MCC ratio had a significant effect on
Batch yields varied and were in the range of 60–80%. Typical both particle size and bulk density (p < .05) with p-values
scanning electron micrographs of placebo beads (20% ETOH) of .023 and .001, respectively; whereas the PVP level had no
(A) (B)
650 µm 550 µm
FIGURE 2. Scanning electron micrographs of (A) calcium silicate-based placebo beads (20% ETOH), 53× and (B) APAP beads, 70×.
7. FORMULATION OF MULTIPARTICULATE MODIFIED RELEASE TABLETS 343
TABLE 2
Densities, CI, Particle Size, and Intraparticle Porosity of APAP Beads and Calcium Silicate-Based Placebo Beads
Bulk density Tap density Intraparticle
Sample (g/cm3)b (g/cm3)b CI (%) dg ± sgc Porosityb (%)
Drug
40% EC 0.56 ± 0.01 0.64 ± 0.00a 10.7 ± 0.9a 838.1 ± 1.11a 19.8 ± 0.9
51% EC 0.54 ± 0.01 0.58 ± 0.01a 7.1 ± 1.1 868.3 ± 1.13 21.2 ± 0.4
60% EC 0.51 ± 0.01a 0.53 ± 0.00a 7.0 ± .9 864.8 ± 1.08 20.1 ± 0.7
Placebo
0% ETOH 0.76 ± 0.03 0.83 ± 0.02 9.0 ± 1.0 789.6 ± 1.15 22.8 ± 0.4
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10% ETOH 0.75 ± 0.02 0.82 ± 0.02 8.1 ± 0.8 787.1 ± 1.14 23.4 ± 1.1
20% ETOH 0.66 ± 0.02a 0.74 ± 0.03a 9.1 ± 1.1 800.9 ± 1.14 34.0 ± 0.3a
a
Values within drug or placebo column are significantly different from each other by LSD (p < .05).
b
Mean ± SEM; n = 3.
c
Geometric mean ± geometric SD; n = 3.
TABLE 3
Statgraphics® Central Composite Experimental Design and Results for APAP Drug Beads Containing EC
EC : MCC PVP Bulk density Mean Particle
Block ratio level (%) (g/cm3) size (μm)
1 1 2.4 4 0.49 860.1
2 1 1.7 6 0.54 854.1
For personal use only.
3 1 1.7 4 0.55 878.2
4 1 1.7 2 0.53 865.5
5 1 1 2 0.57 831.1
6 1 1 6 0.56 853.3
7 1 2.4 6 0.51 869.5
8 1 1.7 4 0.53 879.4
9 1 1.7 4 0.53 871.1
10 1 1 4 0.57 845.1
11 1 2.4 2 0.51 890.5
significant effect. The data variability for APAP bead particle among APAP beads and calcium silicate-based placebo bead
size and bulk density was also reasonably well explained with R2 batches. The drug beads were less dense than the placebo
values of .773 and .909, respectively. However, for placebos, beads and all samples within either the drug or the placebo
no independent variables showed any significant effects for either group were significantly different from each other. It was
particle size or bulk density. Moreover, R2 values for placebo par- hypothesized that the placebo beads should have been less
ticle size and bulk density were only .749 and .545, respec- dense than the drug beads because they were prepared with
tively. The correlation matrix for either particle size or bulk 10–20% (wt/wt) alcohol and a highly porous excipient,
density found no statistically significant confounding interac- calcium silicate. The reason may be that while drug beads
tions between variables for either drug or placebo beads. These were prepared with about 80–90% (wt/wt) water, placebo
lower R2-values indicate that there are additional variables con- beads required 185–215% (wt/wt) water on a dry weight basis
tributing to either bulk density or particle size effects, which to achieve a plastic mass for extrusion. As mentioned earlier,
are not yet accounted for. The highest EC : MCC ratio of 2.4 a higher quantity of water used for granulation can lead to
would be used if the goal was to maximize particle size (885 harder and therefore, denser beads (Millili & Schwartz,
μm), whereas the lowest EC : MCC ratio of 1.0 would be used 1990).
if bulk density was to be maximized (.57 g/cm3). On the other hand, the drug beads exhibited significantly
A one-way ANOVA with least-squared difference (LSD) higher sphericity values (Equation 3) when compared
post hoc test was performed using SPSS® and used to check for with placebo beads. The highest sphericity values were
differences between true density as well as sphericity means with the 40% EC drug beads, and these were significantly
8. 344 S. L. CANTOR ET AL.
TABLE 4
Statgraphics® Central Composite Experimental Design and Results for Calcium Silicate-Based Placebo Beads
Mean
MCC PVP Ethanol Bulk density Particle
Block level (%) level (%) level (%) (g/cm3) size (μm)
1 1 20 4.5 10 0.67 782.6
2 1 30 3 20 0.66 792.5
3 1 30 6 0 0.68 782.5
4 1 30 3 20 0.66 692.1
5 1 30 6 0 0.76 741.1
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6 1 25 4.5 10 0.75 791.4
7 1 30 4.5 10 0.68 721.7
8 1 25 4.5 10 0.76 817.7
9 1 25 4.5 20 0.72 795.8
10 1 25 4.5 10 0.65 827.5
11 1 20 6 0 0.74 725.3
12 1 20 3 20 0.67 838.1
13 1 20 6 10 0.65 782.2
14 1 25 4.5 20 0.77 805.9
15 1 25 6 0 0.71 796.7
16 1 20 3 0 0.76 821.8
17 1 25 3 10 0.71 830.3
For personal use only.
A : EC MCC ratio +
–
AB
(A) AA R 2 = .773
BB EC ratio p = .023
B : PVP level PVP level p = .731
0 1 2 3 4 5
Standardized effect
A : EC MCC ratio +
–
BB
(B) AB R 2 = .909
AA
EC ratio p = .001
B : PVP level PVP level p = 1.0
0 2 4 6 8
Standardized effect
FIGURE 3. Pareto charts for APAP beads: (A) average particle size and (B) bulk density.
different from the 60% EC beads (p < .05). However, no advantages of improved flowability, enhanced uniformity of
significant differences were observed among the placebo bead film coating and will also pack together more evenly in a tablet
samples (Table 5). Theoretically, highly spherical beads have or capsule.