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Engineering of nano-crystalline drug suspensions:
Employing a physico-chemistry based stabilizer selection
methodology or approach
Jean-Rene Authelin, Mostafa Nakach, Jean-René Authelin, Tharwat Tadros,
Laurence Galet, Alain Chamayou
To cite this version:
Jean-Rene Authelin, Mostafa Nakach, Jean-René Authelin, Tharwat Tadros, Laurence Galet, et al..
Engineering of nano-crystalline drug suspensions: Employing a physico-chemistry based stabilizer
selection methodology or approach. International Journal of Pharmaceutics, Elsevier, 2014, 476 (1-2),
p. 277-288. �10.1016/j.ijpharm.2014.09.048�. �hal-01593328�
Engineering
of
nano-crystalline
drug
suspensions:
Employing
a
physico-chemistry
based
stabilizer
selection
methodology
or
approach
Mostafa
Nakach
a,*
,
Jean-René
Authelin
a,
Tharwat
Tadros
b,
Laurence
Galet
c,
Alain
Chamayou
caSanofiR&D,13,quaiJulesGuesde,VitrysurSeine94403,France b89NashGroveLane,Wokingham,BerkshireRG404HE,UK cEcoledesMinesd'Albi,CampusJarlard,RoutedeTeillet83013,France
Keywords: Topdownprocess Nano-crystallinesuspension Beadsmilling Stabilizer Wettingagent Dispersantagent ABSTRACT
Thispaperdescribesasystematicapproachtoselectoptimumstabilizerforthepreparationof nano-crystallinesuspensions ofanactivepharmaceutical ingredient(API). Thestabilizercanbe eithera dispersantoracombinationofdispersantandwettingagent.Theproposedscreeningmethodisaquick and efficientway to investigatealargenumberof stabilizersbased ontheprinciplesof physical-chemistryandemploysastepwiseapproach.Themethodologyhasbeendividedintwomainparts;the firstpartbeingfocusedonthequalitativescreeningwiththeobjectiveofselectingthebestcandidate(s) forfurtherinvestigation,thesecondparthasbeenfocusedonquantitativescreeningwiththeobjectiveto optimizetheratioandamountofwettinganddispersingagents,basedonwettability,surfacecharges measurement,adsorptionevaluation,process-abilityevaluationandstoragestability.
The results showed clearly that SDS/PVP 40/60% (w/w) (sodium dodecyl sulfate/poly(vinyl pyrrolidone))atatotalconcentrationof1.2%wastheoptimumstabilizercomposition,atwhichthe resultingnanosuspensionswerestableformorethan50daysatroomtemperature.
1.Introduction
Atpresent,thesmallmolecularentitiesproducedbythecurrent pharmaceuticaldiscoveryareshowinganincreasingtrendtoward pooraqueoussolubility(Lee,2002),(Sharmaetal.,2009),(Savjani etal.,2012).Such lowwatersolubilityisa challengetoachieve adequatebio-availability(Kipp,2004)afteroraladministration.It also limits the types of formulations suitable for parenteral administration (Wong et al., 2008). In the recent years, nano-crystallinesuspensionshavebeenappliedforthedeliveryofhighly water-insolubleactivepharmaceuticalingredients(APIs)(Shegokar
andMüller,2010),(Kawabataetal.,2011),(Singhetal.,2011),(Wang
etal.,2012).ByreducingtheparticlesizeoftheAPI,therateofthe dissolution whichisdirectlyproportionaltothespecificsurfacearea, aswellasthesolubilityoftheAPIcanbesignificantlyenhanced
(Kesisoglouetal.,2007;NoyesandWhitney,1897).IndeedOstwal–
Freundlichequation(Bormetal.,2006)showsthatthesolubility increasesexponentiallywithdecreaseofparticleradius,r. Signifi-cantincreaseinsolubilityistypicallyobservedwhenrislessthan 200nm.Inaddition,incontrarytotheformulationsmadefrompoor tolerablesolvents,suchasPolysorbate,theinjectabledosecanbe increased using nano-crystalline suspensions. Indeed they are essentiallymadeofpuredrugandtypicallyusearelativelysmall amountofexcipients(Bazile,2011)
Topdownprocess(particles sizereduction bymilling) is an efficientwaytopreparenano-crystallinesuspensions.Thismethod is the most commonly used one thanks to the possibility of controllingparticlessizebyaproperchoiceofwetting/dispersing agent, as well as by controlling the milling conditions (Leena
Peltonen, 2010).Thegeneratednano-crystalline particlesin the
dispersionmustbestabilizedagainstflocculation(Holthoffetal.,
1996; Lauten and Nystrom,2001)and crystal growth(Ostwald
ripening (Ostwald, 1901)), thus the selection of appropriate stabilizercompositionisacrucialstepinachievingstable nano-crystallinesuspensions.
The present paper proposes a physico-chemistry based method for the selection of suitable wetting/dispersing agent
* Correspondingauthor.Tel.:+33158932196;fax:+33158933210. E-mailaddresses:mostafa.nakach@sanofi.com(M.Nakach),
Jean-Rene.Authelin@sanofi.com(J.-R.Authelin),tharwat@tadros.fsnet.co.uk
(T.Tadros),laurence.Galet@mines-albi.fr(L.Galet),alain.chamayou@mines-albi.fr
formanufacturingnano-crystallinesuspensionsusingtop-down process.
2. Scientificbackgroundofformulationstrategy
AccordingtoTadros(2005),inaAPIpowderofanymaterialthe aggregates and agglomerates are held together by very strong attractive forces. When these aggregates and agglomerates are dispersedinaliquidmedium,theattractiveforcesarereducedbut stillsufficienttokeeptheparticlesstronglyattachedtogether.To separate theparticlein suchaggregatesoragglomeratesandto disintegratethem,acombinationofmillingprocessand supple-mentingwetting/dispersantagentsisrequiredtoovercomesuch attractiveforces.
Dependingonboththewetting/dispersantagentusedandon thedrugmaterialproperties,theparticlesizeswilldecreasedown toanequilibriumvalueduringmilling(watersolubility,density, molecularweight).Differentdrugswillrequiredifferentwetting/ dispersant agents. Approach for selecting the most suitable wetting/dispersantagentforspecificAPI,isthereforedesired.
From our point of view, an ideal wetting/dispersant agent shouldsatisfyseveralcriteria:
(i)Itshouldachieveamaximumreductioninthesurfaceenergy of the powder. In fact, Rehbinder and his collaborators investigatedtherole of surfactantsin thegrinding process. Theyfoundthat, asa resultofsurfactant adsorptionatthe solid/liquidinterface,thesurfaceenergyat theboundaryis reducedandthisfacilitatestheprocessofparticles deforma-tion or disintegration. The adsorption of surfactants at the solid/liquidinterfaceincracksfacilitatesthepropagationof this phenomena. This mechanism is referred to as the Rehbindereffect(Monteiroetal.,2013).Furthermore,foran efficientmilling,themigrationofwettingagentshouldbeas fastasthepropagationofcracks(Tadros,2005).
(ii)ThesuspensionshouldbestabletoavoidOstwaldripeningand flocculation or aggregation during the storage. Typically colloidalstability canbeobtainedeither byelectrostatic or steric stabilizationor a combination of both: “electrosteric stabilization”.Electrostaticstabilizationisbroughtby adsorp-tionofchargedspecies,likeionicsurfactantorphospholipids. Theefficiencyofelectrostaticrepulsioncanbeassessedfrom theknowledgeoftheionicconcentrationandionvalency,as well as by measuring the zeta potential of the particles
(Hunter,1988).Itiswellknownthattheelectrostaticrepulsion
increases with a decrease of electrolyte concentration, a decreaseofionvalencyandanincreaseofzetapotential(Adler etal.,2000).Thezetapotentialmeasurementsallow estimat-ing of colloidal suspension stability (Cosgrove, 2010). The colloidalsystemisstablewhenadominantroleisplayedby theforcescausingthemutualrepulsionoftheparticles.Higher is the absolute value of the zeta potential, greater is the probabilitythatthestudiedsuspensionwillbestable.Asmall valueof thezeta potential (from +5 to!5mV) indicates a tendency for the system destabilization (Iwona Ostolska, 2014).Reportedtypicalabsolutezetapotentialvalueforstable suspensionisbetween20and30mV,althoughvalueashigher as100mVcanbeobtained(Dery,2012).Non-ionicdispersants reduce flocculation through steric repulsion (Adler et al., 2000).Theseagents,mostlypolymers, formadsorbedlayers withthickness(
D
)whichisstronglyhydratedinwater.When twoparticleseachhavinganadsorbedlayerofthickness(D
) approacheachotheratasurface-to-surfacedistancehthatis smallerthan2D
,strongrepulsionoccursas aresultof two phenomena:(i)unfavorablemixingofthestabilizingchains when these are in a good solvent. (ii) Reduction of theconfigurational entropy on considerable overlap of the stabilizingchains(Fisher,1958;Sato,1980).
(iii)Minimizing Ostwald ripening: firstly, in order to limit the materialtransport,theAPIsolubilityshouldbemaintainedas lowaspossible.Indeed,duetoOstwaldripening,theaverage particle size may increase over time. The driving force for Ostwaldripeningisthehighersolubilityofsmallerparticles thanthelargerones(Hiemenz,1997).Thisresultsinashiftof theparticlesizedistributiontolargervaluesduringthestorage of nanosuspension, especially at higher temperatures. Sec-ondly,theadsorptionof polymeratthesurface ofparticles may also efficiently inhibit the crystal growth (Simonelli
etal.,1970).
(iv)Theformulationshouldbeeasytohandleandtoprocessina beadmill,itshouldinparticularnotbetooviscous.Indeed, rheological parameters arecritical duringmilling (Gordana
Matijasic and Glasnovic, 2008).High viscositymay require
longerprocessingtime(Leeetal.,2005).
3. Experimental 3.1.Materials
Amodelhydrophobicand nonionisablehighlyinsolubleAPI was obtained from Sanofi and the API was micronized by jet millingbeforeuse.Thephysico-chemicalpropertiesoftheAPIare providedinTable1.
Thedispersant/wettingagentsusedfortheinvestigationand theirintendeduseinsuspensionstabilizationarelistedinTable2
(SeeAppendixA).Severalchemicalcategorieswereused(cellulose
derivatives, povidones, phospholipides, poloxamers, polyethyl-eneglycoland derivatives,fattyacidsand fattyacidesters,SDS, sodiumployacrylate).
3.2.Methods
3.2.1.Preparationofnanosuspensions
Forthescreeningofdispersant/wettingagentsusinglowshear milling,a suspensioncontaining20%(w/w)ofAPI,3%(w/w)of dispersant/wettingagents,and77%(w/w)ofwaterforinjection (WFI) wasprepared.An aliquotof10ml ofthe suspensionand 20ml of Zirconium oxide beads(700
m
mdiametersupplied by Netzsch(Germany))wereintroducedin30mlglassvial.Thevial wasshakeninorbitalrollermillfor5daysat0.03m/sandatroom temperature.Fortheassessmentofprocessabilityusinghighshearmilling,a suspensioncontaining20%(w/w)ofAPI,3%(w/w)ofdispersant/ wettingagentsand77%(w/w)ofWFIwasprepared.Analiquotof 50mlsuspensionand50mlofPolymill1Cross-linkedPolystyrene
beadsmillingmedia(500
m
mdiametersuppliedbyAlkermes,Inc., (Waltham,MA,USA)wereintroducedinaNano-mill101millingTable1
Physico-chemicalpropertiesoftheAPI.
Averageparticlediameter 5mm Specificsurfacearea(m2g)** 1.5
Molecularweight(g/mol) 497.4 Watersolubility(mg/ml) 0.2
pKa NopKa
LogP* 6.9
Realdensity(g/ml) 1.42 Meltingpoint("C) 156.7 * Pisthepartitioncoefficientbetweenoctanolandwater. ** MeasurementisperformedusingBlainemethod(Kaye,1967).
system(AnnularmillpurchasedfromAlkermes,Inc.,(Waltham, MA,USA),havingastatorof80mmdiameterandarotorof73mm). Themillwasoperatedduring1hat20"Cand3m/s.
Forthe optimizationofthe %ofselected dispersant/wetting agent,asuspensioncontaining20%(w/w)ofAPI,thedispersant/ wettingagentsconcentrationvaryingbetween0.3and3%(w/w) andWFIqs100%(w/w).Analiquotof50mlsuspensionand50ml of Polymill1 Cross-linked Polystyrene beads milling media
(500
m
m diameter supplied by Alkermes, Inc. (Waltham, MA, USA)wereintroducedinaNano-mill101millingsystem(AnnularmillpurchasedfromAlkermes,Inc.(Waltham,MA,USA),havinga statorof 80mmdiameterand a rotorof 73mm).The millwas operatedat20"Cand3m/s.Themillingoperationwasperformed during105–240min.
3.2.2.Characterization
3.2.2.1. Measurementof specific surface areaof APIpowder. The specificsurfacearea(SSA)ofAPIpowderismeasuredusingBlaine apparatusBSA1suppliedbyACMEL,France.Themeasurementwas carriedoutatroomtemperature.TheSSAwasdeterminedbased onKozeny–Carman theory(Rigden,1947),bymeasuringtheair permeabilityofcompressedpowderbed.Therelationshipbetween thespecificsurfacearea(SSA)andtheflowtime(t)ofa known volumeofairinisgivenbyEq.(1):
SSA¼ K$
e
3=2r
s$ ð1!e
Þ$t1=2
ð0:1
h
Þ1=2 (1)whereKistheapparatusconstant[g1/2
$ cm3/2
$ s!1],
e
isporosityofthecompressedpowderbed,
h
isairviscosity(Pas),r
sistheabsolutedensityoftheAPI(g$cm3)andtistheflowtime(s). 3.2.2.2.Suspensionparticlessizemeasurement. Theparticlessize measurementwasperformedusingtwomethods:
(i)Dynamic light scattering, referred to as photon correlation spectroscopy(PCS),usingCoulterN4+1equipmentsuppliedby
Beckmancoulter(France).Themethodisbasedonmeasuring the intensity fluctuation of scattered light as the particles undergoBrowniandiffusion.Fromtheintensityfluctuation,the diffusioncoefficientDcanbecalculated,andfromwhich,the particle radius, r, is estimated using the Stockes–Enstein equation(Pecora,1985).Theparticlesizemeasurementswere carriedoutusingascatteringangleof90".Therefractiveindex was fixed at1.332. Thetemperature was fixed at20"C.The suspensionwas dilutedfrom20%(w/w)to0.1% (w/w)with purifiedwater.10
m
lofdilutedsuspensionwereaddedto1ml ofpurifiedwater.Theresultingsuspensionwasgentlymixedin DLScuvetteandthenplacedintothemeasuringcellofDLS.The measurementwasrepeated3times.(ii)Laser diffraction using Malvern Mastersizer 20001. This
methodisbasedonmeasurementofangleoflightdiffracted bytheparticles,whichdependsontheparticleradius,using Fraunhoferdiffractiontheory. Thismethodcanmeasure the particlesizesdownto1
m
m.Forsmallparticles,forwardlight scatteringismeasuredwiththeapplicationofMieTheoryof lightscattering.Table2
Listofwitting/dispersantagentusedfortheinvestigation.
Chemicalcategory Material Supplier Molarmass Expectedaddedvaluefor stabilization
Cellulosederivatives HydroxypropylmethylcelluloseHPMC(Pharmacoat1606) SEPPIC(France) Range:10,000–
1,500,000 Stericstabilization Klucel1Hydroxypropylcellulose:HPCHF Hercules(France) Average:
1,150,000
Stericstabilization
Povidones Luvitec1polyvinylpyrrolidone:PVP(K30) BASF(France) Average:50,000 Stericstabilization
PVP-VA(PlasdoneTMS-630)linearrandomcopolymerof
N-Vinyl-2-pyrrolidoneandvinylAcetate
Ashland(France) Average:27,000 Stericstabilization Phospholipids Phosal150PGcompoundof50%phosphatidylcholinefromsoybean
withpropylenglycol
PhospholipidGmbH (Germany)
775 Electrostatic stabilization Phospholipon190GPurephosphatidylcholinestabilizedwith0.1%
ascorbylpalmitate
PhospholipidGmbH (Germany)
758 Electrostatic stabilization Lipoid1S100phosphatidylcholinefromsoybean Lipoid(Germany) 787 Electrostatic
stabilization Poloxamers Poloxamer188Pluronic1F68 NFPrillBlockcopolymersbasedon
ethyleneoxideandpropyleneoxide
BASF(France) Range:7680– 9,510
Stericstabilization Poloxamer407Pluronic1F127NFPrillBlockcopolymersbasedon
ethyleneoxideandpropyleneoxide
BASF(France) Range:9840– 14,800
Stericstabilization Poly-Ethylene-Glycol
&derivatives
PolyethyleneGlycol8000PEG8000 Sigma–Aldrich(France) Average:8000 StericStabilization Solutol1HS15Macrogol15HydroxyStearate BASF(France) 813.2 Stericstabilization
VitamineETPGS1(d-AlphaTocopherylPolyethyleneGlycol
1000Succinate)
EastmanChemical Company(Netherlands)
1,513 Stericstabilization
FattyAcidsandFatty acidEsters
Cremophor1RH40Macrogol-Glycerolhydroxystearate BASF(France) Range:300–
6,000
Stericstabilization Montanov168CetearylAlcohol&CetearylGlucoside SEPPIC(France) N.A. Stericstabilization
Montanox180Ethoxylatedsorbitanester) SEPPIC(France) 1,310 StericStabilization
Gelucire14414Lauroylmacrogol-32glycerides Gattefossé(France) N.A. Stericstabilization
Simulsol1M49Polyethoxylatedcastoroil(PEG-20stearate) Seppic(France) 1,165 Stericstabilization
Others SoduimPolyacrylate1 BFGoodrichchemical(USA) 104,400 Electrosteric
stabilization Sodiumdodecylsulfate(SDS) Univar(France) 288.4 Electrostatic stabilization
By combiningtheresults obtainedwithlight diffractionand forwardlightscattering,theparticlesizedistributionsintherange 0.02–10
m
mcanbemeasured(Swithenbanketal.,1976).TheMastersizerisequippedwithlens havingfocallengthof 550mmandcellmeasurementhaving thicknessof2.4mm.The samplewasdilutedin100mlofpurifiedwaterandintroducedin MS1 sampler. The suspension was stirred at 1500rpm and recirculated through themeasurement cell. Thedilution factor wasadjustedinordertoensureanobscurationintherangeof2.5– 4.5. Themeasurements werecarried out at roomtemperature. Each measurement was performed during 20s and repeated 3times.TherefractiveindexoftheAPIandofdispersingwerefixed at1.61andat1.33,respectively.
3.2.2.3. Scanning electron microscopy (SEM) evaluation of suspension. The nanosuspension was diluted 10,000 times usingWFI.1mloftheobtainedsuspensionwasfilteredthrough Isopore1 (Polycarbonate)
filter having diameter of 13mm and porosityof0.1
m
m(suppliedbyMillipore,France).Thefilterwas thenrinsed3timeswith1mlofWFIforeachrinse.Thefilterwas then bondedtoanaluminumpadusingconductiveadhesiveon bothsides,andsubsequentlymetalizedwithgoldusingmetallizer Xenosput XE200 Edwards. The golddeposit was approximately 1.5–2nm thickness. For an overview and detailed view, nanoparticles were observed at 15kV using JEOL JSM-6300F1field emissionSEM(suppliedbySEMtechsolutionInc.,USA),at severalmagnifications(X1000,X5000,X10,000$20,000). 3.2.2.4. Suspensionstabilityassessment. The short-termstability wasmonitoredbymeasuringtheparticlesizeimmediatelyafter milling, after 7 days and after 15 days of storage at ambient temperature.
Fortheselectedformulation,thestabilitywasmonitoredover 8weeksatambienttemperature.
3.2.2.5. Zeta potential measurement of suspension. A Zetasizer NanoZS1(Malvern,UK),whichappliestheM3-PALStechnique,a
combinationoflaserDopplervelocimetry(LDV)andphaseanalysis light scattering (PALS), was used for the zeta potential measurements.TheequipmentemploysaHe–Nelaser(redlight of 633nmwavelength)which firstsplitsintotwo, providingan incidentandareferencebeam.
From the electrophoretic mobility,
m
, zeta potential,z
, is calculatedusingtheSmoluchowskiequation(Hunter,1988),thatis validwhenk$r>>1(wherek!1istheDebyelengthandristheparticleradius). Incase of smallparticlesand a lowelectrolyte concentration,theHuckelequationisapplicableforthecalculation ofzetapotential.
The sampletobemeasuredwasdilutedinpurifiedwaterto achieve a solid concentration in the range of 0.0001–0.1%. The obtained suspension was introduced in disposable cuvette (DTS1060) andgently mixed.Thecuvette was thenplaced into themeasuringcelloftheZetasizer.Thedilutionfactorwaschecked inordertogenerateaminimumcountrateof20,000countsper second.Themeasurementswereperformedatroomtemperature andrepeated3times.
3.2.2.6. Rheological measurement of unmilled suspension. Study state,shearstressversusshearratecurves,werecarriedoutusing HAAKE Viscotester1 VT550 supplied by HAAKE (Germany). A
concentric cylinderdevicewas usedfor thismeasurement. The measurement was carried out at 20"C. The shear rate was gradually increased from 0 to 1500s!1 (up curve) for over a
period of2minanddecreasedfrom1500to0s!1(downcurve)
over another period of 2min. The test samples were 25ml of unmilledsuspensioncontaining20%API(w/w),3%(w/w)stabilizer
and77%(w/w)ofWFI.Thesesampleswerehomogenizedbyusing an ultra-Turrax1 T-8 (suppliedby IMLAB France) for 10minat
6000rpm. The measurements were performed at room temperature.When it is a Newtonian system, theshear stress increaseslinearlywiththeappliedshearrate,andtheviscosityof thesuspensioncanbeobtainedfromtheslope.Inthiscase,theup and downcurves coincidewith each other. When, it is a non-Newtoniansystem,theviscosityofthesuspensiondecreaseswith theappliedshearrate.When,itisathixotropicsystem,thedown curveisbelowtheupcurveshowinghysteresis.Thelattercouldbe assessedbymeasuringtheareaundertheloop.
3.2.2.7. Surface tension measurement of wetting/dispersant solution. The surface tension
g
of selected dispersant/wetting agentwasmeasuredbyusingKRÜSSK121tensiometersuppliedbyKRÜSSGmbH(Germany).Inthesemeasurements,theWilhelmy platemethod(BiswasandMarion,2001)wasappliedunder quasi-equilibriumconditions.Therefore,theforcerequiredtodetachthe platefromtheinterface wasaccuratelydetermined.Fromthe
g
versuslogC,whereCisthetotalsurfactantconcentrationcurves, the critical micelle concentration (CMC) was determined. The measurementswerecarriedoutatroomtemperatureandrepeated 3times.3.2.2.8. Evaluation of wetting/dispersant agent. Wetting was assessed using the sinking time test method (Walker et al., 1952),aswellasbymeasuringtherateofpenetrationofwetting/ dispersantsolutionthroughapowder plugbasedonWashburn method (Aartsen, 1974; Chander and Hogg, 2007). By manual tappingaknownweighofpowderwasplacedinglasstube,inner diameterabout9.8mm(seeFig.1).Toensureaconstantpackingof thepowder,thetubewas alwaysfilledtothesameweight.The lowerendthetubewasclosedwithaglassfilter.Thehigherendof thetubewas hanging onweighingscale platform(precision of ' 0.1mg).Themassof theliquid penetratedwithinthepowder plug was measured when thelower end of the tube is placed verticallyinthewettingliquid.Theexperimentswereperformed at22' 1"C.Eachexperimentwasrepeated3times.
Fromtheslopeofthelinearrelationshipbetweenthesquare penetratedliquidweightand timethewettabilityfactor canbe calculatedusingthefollowingequation:
H2¼ 2
g
h
$ C$ R$ cosu
$ t (2) whereHistheheightoftheliquidpenetratedwithinthepowder plug,u
isthecontactangle,g
isthesurfacetensionoftheliquid,h
is theliquidviscosity,Risthemeanradiusofthecapillarywithinthe powderplug,Cisthetortuosityfactor,andtisthetime.Sinceallpowderplugswerepreparedatthesamecompressionpressure, theparameterCisassumedaconstant.
TocalculateH2,therelationshipofthemass(m)andtheheight
oftheliquidpenetratedwithinthepowderplugwasused.Itcanbe expressedbythefollowingequation:
m¼ H$ S$
e
$r
(3)where,misthemassoftheliquidpenetratedwithinthepowder plug,Histheheightoftheliquidpenetratedwithinthepowder plug,
r
isthevolumetricmassoftheliquid,Sisthesurfaceofthe powder plug, ande
is the fraction of the dead volume of the powder.CombiningEqs.(2)and(3),thefollowingequationisobtained: m2 ¼
g
$r
2h
$ S2 2 $C$ R$e
2$ cosu
$ t (4)Fromaplotofm2versustime(linearcurve),theslope(d(m2)/
dt)canbedeterminedandthewettabilityfactorcanbecalculated fromaknowledgeofthesurfacetension(
g
)andtheviscosity(h
)of theliquid.The wetability factor can be expressed by the following equation: d!m2" dt $
h
g
# $ ¼ K¼ s 2$r
2$ C$ R$ cosu
2 (5)3.2.2.9.AdsorptionisothermmeasurementofPVP. Theadsorption isothermoftheselecteddispersant,namelyPVP,wasmeasuredat roomtemperature.KnownamountsoftheAPIwereintroducedin vials at roomtemperature with various concentrations of PVP solutions.Then,thevialscontainingthevariousdispersionswere rotatedfrom a few hours to up to 15h until equilibrium was achieved.Indeed,itisreportedthattheintrinsicadsorptionkinetic ofhomopolymerisusuallyinstantaneous(lessthan1h)(Dijitand
CohenSturat,1992;Somasundara,2006)
Thentheparticleswereremovedfromthedispersantsolution bycentrifugationat3000rpmduring20min.Thesupernatantwas thenfilteredthrough0.45
m
mPVDF1filter(suppliedbyMillipore). Thedispersantconcentrationinthesupernatantwasdetermined usingUVspectrometrybyCary150(UV–visspectrophotometer
supplied by Varian Australia) at 200nm wavelength. Each measurement was repeated 3 times. To obtain the amount of adsorptionperunitareaofthepowder(
G
),thespecificsurfacearea of thepowder (A) in m2/g was determined usingthe gasflow method(Blaine).
3.2.2.10. Methodology for selection of wetting/dispersant agent. Nowadays, the general strategy (‘fast-to-patient’) in pharmaceuticalindustryistotestanewAPIina targetpatient populationasquicklyaspossible(Pritchard,2010).Thescreening methodology,basedonlyonphysico-chemistry,wouldprovidea lotofscientificinformationbutwouldbeverytimeandresources consumingandconsequentlynotalignedwiththefasttopatient strategy.Incontrary,apurelyempiricalmethodology(e.g.design ofexperiment,trialerrorapproach)mayprovideaquicksolution with poor scientific information. The typical risk of such methodologyisthatdue tothelackofscientificunderstanding, longtermstabilityorformulationrobustnessarenotanticipated and lead tounfordable formulation development. Our proposal hereistouseacompromisebetweenpurelyscientificandpurely empiricalmethodologyinordertoachievebothtimeeffectiveness andscientificinformation.
The proposed screening methodology derived from the previous theoretical considerations was divided in two major parts:
(i)Part 1 focused on qualitative screening to select a lead generation:in thispartseveralscreeningtestswereapplied tothementionedlistofwetting/dispersantagents(Table2).
(ii)Part2focusedonquantitativescreeningaimedtooptimizethe selectedlead: acustomizedquantitative optimizationof the amount of wetting/dispersant agent, based on wetting, on
adsorptionandonprocess-ability.Asinthestudiedcasethe SDS/PVPassociationwaschosenafterPart1,thePVPandSDS ratioandtheiramountwereoptimized.
ThetestsaresummarizedinFig.2anddescribedinmoredetails hereafter.
InPartIalltestedsuspensionscontained20%ofAPI,whichis sufficient from a process productivity point of view,and 3% of wetting/dispersantagentareused(3%ofwetting/dispersantagent should besufficient tomeet a fullcoverageof particles having approximately80nmmeandiameterassumingatypical
adsorp-tion of 3mg/m2 (Tadros,2012)). In this partthe selection was
performedbythefollowingstepbystepapproach:
(i)Step#1.1:Atthissteptherollermillisusedinordertoperform severaltestsinparallelwithareducedamountofproduct.Two criteriawereusedtoselecttheoptimumstabilizer.Thefirst criterionisthattheAPIparticlemeandiameterhastobeinthe rangeof100–500nmaftermilling(typicalnanocrystalssize
(Leena Peltonen, 2010)). The second criterion is that the
formulation should be free of flocculation upon at least 2weeksstorageatroomtemperature.Theprepared suspen-sions were assessed by visual observation, particle size measurement and stability after 2 weeks storage at room temperature.
(ii)Step#1.2:Atthisstepthemeasurementofzetapotentialof
selectedsamplesfromstep#1.1werecarriedout.Toensure electrostaticrepulsion,anabsolutevaluegreaterthan15mV wasfixedascriterion.
(iii) Step#1.3:Atthisstep,theprocessabilityofselectedsamples fromstep#1.2wasassessed.Thisevaluationwasdonebased onthefollowingtests:
a)Step#1.3a:Atthisstep,theviscosityof unmilledsuspension wasmeasuredasafunctionofshearrateaswellasofthixotropy. Thesamplesthatgaveviscositygreaterthan10mPasatshear rateof1000s!1wereexcluded.Indeedourinternalobservations
evidencedthatthiscriterionisessentialtoensurefastermilling kineticsaswellasmanufacturing-abilityatindustrialscale.
b)Step#1.3b:Atthisstep,themillingabilityusingthehighshear mill,namelyNano-mill101millingsystemofselectedsamples
fromstep#1.3awasassessed.Thisstepisessentialtoensurethe preparation of nanosuspension atindustrial scale usinghigh speedmilling.Allthesamplesthathadparticlesizegreaterthan 500nmorthatshowedinstabilityduetoflocculationorOstwald ripeningwereexcluded.
FromthepartI,thecombinationofSDS/PVPappearedassuperior totheothertestedagents.Therefore,thiscombinationwasselected forfurtherevaluationinthepart2asdescribedbelow:
(i)Step#2.1:AtthissteptheSDS–PVPratiowasoptimized.The synergistic effect of the combination was confirmed by performingthefollowingtests:
c) Step#2.1a:Atthisstep,bothsurfacetensionandcriticalmicelle concentration(CMC)ofsolutionsmadeofSDS–PVPatdifferent ratioweremeasured.Indeed,Cabane(1977)demonstratedthat the poly(ethy1ene oxide) chains are able to capture SDS monomerand micelles.Theyhaveshowntheexistenceofan optimalSDS/PEOratiowhichmaximizestheinteractionofboth components.Thebestassociationcanbeeasilydeterminedby measuringthesurfacetension.
d) Step#2.1b:Atthisstepthezetapotentialofsuspensionsmade ofSDS–PVPatdifferentratioweremeasured.
(ii)Step#2.2:Atthisstep,theamountofselectedSDS–PVPratio was optimized. This optimization was done based on the followingtests:
a) Step#2.2a:AtthisstepthewettabilityofselectedSDS–PVPratio was evaluated in order to select the amount of SDS–PVP allowinga maximumreduction in thesurface energy ofthe powder.
b)Step#2.2b:Atthisstep,ahighshearmillingofsuspensionmade ofselectedSDS–PVPratioatdifferentamountwasevaluated. Fromthisstepanoptimalamountthatgavesuspensionwitha highimplicitspecificsurfaceareawasselected.
c) Step#2.2c: Atthisstep,theadsorptionisothermofPVP was measuredtoensure the strong adsorption of thedispersant (PVP)ontheparticlessurface.
(iii)Step#2.3:Atthisstep,thephysical stabilityof theselected formulation wasevaluated. This wasassessed by monitor-ing the particle size distribution during 8 weeks at room temperature.
4. Resultsanddiscussions
4.1.Part1:Qualitativescreeningevaluation(leadgeneration)
(i)Step#1.1:Assessmentofmillingabilityusinglowshearmill (rollermill).
After roller milling, all samples were inspected for API suspendability. HPC, PEG 8000, Montanov1 68 and Sodium
polyacrylate1resultedinanobvious
flocculationandin appear-anceofa‘dry’sample.Theparticlessizeofthesesuspensionswas notmeasured.
The remaining samples were assessed by measuring the particlessizeattime0,7and14days.Theresultsareshownin
Fig.3.Suspensionswithaparticlessizegreaterthan500nmand/or showing flocculation after 7 days were not evaluated further. Discarded samples were those made with HPMC, Poloxamer 188andPoloxamer407.
(ii)Step #1.2: Assessment using surface charges measurement
(Zetapotential).
Fig.3. Lowshearmillingevaluationusingrollermillduring5daysat0.03m/sand atroomtemperature.Thefigurerepresentstheaverageparticlessizeatinitialtime, at7andat14daysstorageatroomtemperature(mean'S.D,n=3).
In the present study, the results of the zeta potential measurements of selectedwetting/dispersant agents from step #1.1 were collected and compared. Fig. 4 shows that all the wetting/dispersantagents,excepttheCremophor1RH40,gavean
acceptablezetapotentialvalue.Onecanobservethatthecharged species(SDS,PVP–SDS)leadtoa highabsolutevalue.Therefore, uponthissteptheCremophor1RH40wasexcluded.
(iii)Step#1.3Processabilityassessment.
The evaluation of processability was done in two steps: Rheological evaluation to select the wetting/dispersant agents thatwillpromotethemillingprocessandhighshearmillingability ofsuspensions madefromselectedwetting/dispersantagentsto selectthosethatwillleadtostablesuspension
a)Step#1.3a:Assessment usingtherheologicalbehaviorofthe suspension(Step#3a).
Fig. 5 and Fig. 6 show typical flow curves of unmilled suspensions prepared using Solutol1 HS15 and Phosal1 50PG.
ThepreparedsuspensionusingSolutol1HS15showsaNewtonian
behavior with a low viscosity of 2.8mPas. In contrast, the suspension using Phosal1 50 PG showed a non-Newtonian
behaviorwithaclearthixotropy,indicatingaflocculationofthe suspension.
The Table 3 summarizes the rheology results of various
dispersants.Suspensionswithviscositygreaterthan10mPasat highshearrateof1000s!1wereexcludedfromfurtherevaluation.
In fact, we have demonstrated that milling a suspension at differentviscosityleadstothefollowingobservation:higherthe viscosityofthesuspension,sloweristhemillingkinetic (unpub-lisheddata).Thismayimpacttheproductivityatindustrialscale. From this step, the suspensions made of Phosal1 50 PG,
Phospholipon190andLipoid1S100wereexcluded.
b)Step#1.3b:Assessmentofmillingabilityusinghighshearmill (Nano-mill101millingsystem:Step#3b).
After highshear milling, the suspensions were assessed by measuringtheparticlessizeattime0,7and14days.Theresultsare showninFig.7.
Twosystems,SDS/PVPataratioof70/30andVitaminETPGS1
provided the highest stabilization of the nano crystalline formulations.TheseresultswereconfirmedbySEMmeasurement as illustratedin Fig.8 for suspensions preparedusing SDS/PVP (Fig.8A)andusingMontanox180(Fig.8B).TheseSEMpictures
showed significantdifferences betweenthe2formulations.The needlesshapedcrystalsobservedwithMontanox180formulation
depict an anisotropic crystal growth (Ostwld repining). This is likelylinkedtopreferentialadsorptionofMontanox180oncrystal
faces which are parallel to the crystal axis. However, the suspension made of SDS/PVP presents a small, but irregular shapedparticles.Furthermore,itcanbeobservedthattheparticles
Fig.5.Flowcurves(shearstressasfunctionofshearrate)ofunmilledsuspension preparedusingSolutol1HS15.ThesuspensionshowsNewtonianbehaviourwitha
lowviscosityof2.8mPas(n=1).
Fig.6.Flowcurves(shearstressasfunctionofshearrate)forunmilledsuspension preparedusingPhosal150PG.ThesuspensionshowsnonNewtonianbehaviour
withclearthixotropy,indicatingflocculationofthesuspension(n=1).
Table3
Summaryofrheologicalresultsfordifferentdispersant/wettingagents. Dispersant/wettingsystem Viscosityat1000s!1(mP)
Phosal50PG 11 Phospholipon90G 12 LipoidS100 15 SolutolHS15 2.8 VitamineETPGS 4.5 PVP 4.6 SDS–PVP30/70 3.6 PVP/VA 4.0 Montanox80 2.3 Gelucire44/14 3.4 SimulsolM49 2.8 Fig.4.Resultsofthezetapotentialmeasurementscarriedoutonselectedwetting/
dispersantagentsfromstep#1.1.Cremophor1RH40showsasmallvalueofzeta
sizeofthesuspensionusingPVP-VAincreasedfrominitialtimeto 7 days andthen decreased at14 days.Thismaybedue tothe relaxation of the suspension. Indeed, it was reportedfor some formulationsthatwhenmillingisstopped,nanoparticles agglom-eratedwithinafewdays.Theparticlessizecontinuedtoincrease untilreachingamaximumsize.Thereafter,thesuspensionrelaxed spontaneouslywithanapparentsizereduction(Dengetal.,2008) Insummary,PVPalone,Mantanox180,andSimulsol1M49,as
they did not meet the optimization selection criteria, were discontinuedfromthisstudy.
Attheendofthisscreeningpart,twoformulationsareclearly superior:SDS/PVPandVitaminETPGS1formulations.Inorderto
illustratetheleadoptimizationpart,theSDS/PVPmadefromionic surfactant (SDS) andpolymer (PVP) associationwas considered morerelevant.Therefore,itwasselectedforthesecondpartofthe methodology.
4.2.Part2:Quantitativescreeningevaluation(leadoptimization) Inthispart,theSDS–PVPratioisfirstlyoptimizedbasedonboth wettabilityandzetapotential.TheamountofSDS–PVPofselected ratioisthenoptimizedtoensurethemillingprocessabilityanda longtermstabilityunderstorageconditions.
(i)Step#2.1:OptimizationofPVP–SDSratio.
a) Step#2.1a:Surfacetensionmeasurements.
Fig.9showsthe
g
-logCcurveforatypicalSDS/PVPmixture (20–80%).Thisgraphshowsatypicalbehaviorwithg
decreasing withlogCincreaseuntiltheCMCisreachedafterwhichg
shows onlyasmalldecreasewithincreaseoflogC.AplotofCMCversus%ofPVP(Fig.10)inthebinarymixtureshowsaminimumat60%of PVP.Thisresultimpliesamaximumofsurfaceactivityat60%of PVPinthebinarymixture.
b)Step#2.1b:Zetapotentialmeasurements.
TheFig.11outlinedthatintheabsenceofSDS,PVPaloneresults inalownegativezetapotentialof!20mV,whichisnotsufficient toinduceelectrostaticstabilization.Inthiscase,themainstability isobtainedfromastericrepulsionasaresultoftheadsorbedloops andtailsofPVPmolecules.UponadditionofSDS,thezetapotential decreased sharply to !50mV, which likely contributes to the stabilitythroughelectrostaticrepulsion.Withfurtherincreaseof SDS concentration to40% (40–60SDS!PVP), thezeta potential decreased downto!54mV andremains almostconstant. Thus whenusingamixtureofSDSandPVPthestabilizingmechanismis acombinationofelectrostaticrepulsion,whichshowsamaximum energyatintermediateseparationdistance,andstericrepulsion thatoccursatshorterdistancesofseparationthatiscomparableto twiceoftheadsorbedlayerthickness.Thiscombination stabiliza-tion mechanism is referred to as electrosteric stabilization
(Napper,1982;Tadros,1985;Tadros,1982)
Basedonthesetwoevaluations,theSDS–PVPataratioof40– 60% appeared to provide the best association of the two components. Therefore, it was selected for the quantitative optimization.
(ii)Step#2.2:AmountoptimizationofPVP–SDSatratioof40–60% w/w.
(a)Step#2.2a:Wettabilitymeasurements.
Fig.7.Highshearmillingevaluationofusingselectedwetting/dispersantagents fromStep#1.3a.MillingwasperformedusingNano-mill101system(Annularmill)
at3m/sandatroomtemperature.Thefigurerepresentstheaverageparticlessizeat initialtime,after7and14daysstorageatroomtemperature(mean'S.D,n=3).
Fig.9.SurfacetensionasfunctionofSDS/PVP(80–20%w/w)concentration(g-logC curve)obtainedusingWilhelmyplatemethod.Theadditionwetting/dispersant agentdecreasesthesurfacetensionofthesolution,asafunctionofthetotalits concentration.Abovethecriticalmicelleconcentration,nofurtherdecreasein surfacetensionisdetected.
Fig.8. Scanningelectro-microscopypicturesofsuspensionsproducedusingPVP–SDS(70/30%w/w)(A)andMontanox180(B)at3%w/wusingNano-mill101millingsystem
Fig.12showsthevariationofthesquareofpenetratedliquid weightversustime forthe40–60%(w/w)SDS–PVPsystem ata totalconcentrationof1.2%.Fig.13showsaplotofwettabilityfactor K versus SDS–PVP concentration. For comparison, the results obtainedusingSDSaloneareshowninthesamegraph(triangle scatter).ItcanbeseenonFig.13thatKincreaseswithincreaseof surfactantconcentration,reachingaplateauatacertainsurfactant concentration.FortheSDS/PVPsystem,thisplateauisreachedat 1.2%consisting of 0.72%PVP and 0.48% (w/w). Using thesame concentrationofSDSalone(0.48%w/w),theKvaluewasfoundto
bemuchlowerthanthatobtainedwiththecombinationsystem. Thisclearlydemonstratesthesynergisticeffectobtainedwhena polymer surfactant mixture is used. The latter is much more effectivewettingsystemascomparedtoindividualcomponents. By using 1.2% of SDS–PVP at the ratio of 40–60%, maximum reductioninsurfaceenergycanbeexpectedforthepowder-liquid interface, which will lead to an enhanced cracks propagation (Rehbindereffect),andanenhancedbreakageoftheparticlesupon wetmillingprocess.
(b)Step#2.2b:Millingabilityasfunctionof%ofPVP–SDSatratio of60–40%(w/w).
Themillingabilitywasinvestigatedusingakineticexperiment wherethereductioninparticlessize,ortheequivalentincreasein implicitspecificsurfacearea,wasmeasuredasfunctionofmilling time.AtypicalresultisillustratedinFig.14using1.2%w/wPVP– SDS at the ratio of 40–60%. The results obtained show an exponential increase in the implicit specific surface area (or decreaseinparticlesizes)reachingasteadystatevalueat100min of milling. The results can be represented by the following equation: 6 d50¼ 6 d50 # $ 1$ ð1! e!t=tÞ (6)
where,6/d50istheimplicitspecificsurfacearea,d50isthemean
particlesdiameterattimet,(d50)1isthemeanparticlesdiameter
steadystatevalueovertime,(6/d50)1istheimplicitspecificsurface
Fig.10. CriticalmicelleconcentrationasfunctionofPVP%inthebinarymixture SDS/PVP.Thefigureshowsaminimumvalueat60%ofPVPsuggestingamaximum ofsurfaceactivityofPVPSDSassociation(mean'S.D,n=3).
Fig.11.ZetapotentialoftheSDS/PVPsystemasafunctionofSDSconcentration (mean'S.D, n=3). By increasing the SDS concentration, the zeta potential decreasedsharplyto!50mV,whichlikelycontributedtothestabilitythrough electrostaticrepulsion.
Fig.12.Liquid penetration rate of SDS/PVP (40–60% w/w) mixture at total concentrationof 1.2%. A linear relationship is observedbetween the square penetratedliquidweightandtime.Fromtheslopeoftheline,awettabilityfactor(K) canbeobtained.
Fig.13.Wet-abilityfactorasfunctionofstabilizerconcentrationofSDS/PVPbinary mixtureandSDSalone.FortheSDS/PVPsystem,thisplateauisreachedat1.2% consistingof0.72%PVPand0.48%(w/w)(mean'S.D,n=3).
Fig.14.Milling kinetic of suspension using SDS/PVP (40–60% w/w) at total concentrationof1.2%.Themillingkineticisillustratedbyanexponentialincreasein theimplicitspecificsurfaceareareachingasteadystatevalueat100minofmilling.
areasteadystatevalueovertimeand
t
isthedurationto reach 63%of themaximumspecificsurfacearea.Valuesfor(6/d50)1andt
weregeneratedatvariousstabilizerconcentrationsandtheresultsare showninFig.15.Theseresultsshowaninitialincreasein(6/d50)1
and
t
withincreasingstabilizerconcentrationreachingaplateauat 1–1.2%,andareconsistentwiththoseobtainedfromthewettability evaluation.Theresultsshowtheexistenceoftwodistinctregimes. Below 1–1.2%, the (6/d50)1 increases dramatically when theconcentrationofSDS–PVPisincreased.Incontrast,above1–1.2%, aplateau((6/d50)1=50correspondingtod50of120nm)isreached.
Asimilarbehaviorwasobservedwhenmanufacturingsubmicron emulsion using high pressure homogenization (Laurent Taisne, 1996).Theproposedmechanismisthatatlowstabilizer concen-tration“poorregime”,theparticlessizeislimitedbythestabilizer amountcorrespondingtofullcoverage.Athighstabilizer concen-tration“richregime”,theparticlessizeislimitedbythemechanical energyofmillingsystem.Theexcessofstabilizerwillaccumulatein thesupernatantphase.Thisdemonstratesthat1–1.2%issufficient toensurethesuspensionstabilization.Anyexcessisundesiredasit mayincreasemicellarsolubilityandthereforepromoteOstwald repining
(c)Step#2.2c:AdsorptionisothermmeasurementofPVP.
Fig.16showstheadsorptionisothermofPVPontheAPIpowder surface.Asindicatedbythecompleteadsorptionofthefirstadded PVPmolecules,theresultsshowahighaffinitytypeisotherm.The greatdealofscatterobtainedathighPVPconcentrationislikely
duetothevariabilityoftheUVmethodusedfordeterminingthe remaining PVP concentration. At high PVP concentration, the instrumentmeasuresthedifferencebetweenlargequantities,and any uncertainty in the estimated concentration using the UV methodcan therefore result in a largeerror in the amountof adsorbedPVP.Henceitis difficulttoascertainanexact plateau valueoftheisothermwhichappearedasbetween0.6and0.9mg/ m2. Assuming a plateau value of 0.7mg/m2, the required
concentrationofPVPtocompletelysaturatetheparticlescanbe roughlyestimated.FromFig.14 thesmallestparticles diameter obtainedis about120nm.This gives a specific surface areaof 35.2m2/g. For a 20% suspension the total surface area was
calculated by using the following equation and estimated as 704m2:
$20/
r
$ d50 (6)Thetotalsurfaceareacoveragerequired493mgor0.493%of PVPwhichcorrespondsto0.82%ofSDS/PVP40–60%w/w.These resultsarewithintheorderofmagnitudeofthevaluesobtainedin millingabilityandwettabilitytests.
(iii)Step#2.3:Stabilityresultsofselectedformulation.
UsingtheoptimumSDS/PVPratioof40–60ataconcentration of1.2%,thestabilitydatawereobtainedbyassessingtheparticles sizeasafunctionoftimeatroomtemperature(forthe20%w/w APInanosuspension).Fig.17showstheevolutionofd10,d50and
d90 along a storage period of 57 days. It can be seen that no
significant change in particle size occurred during the storage period, further confirming the high colloidal stability of the definednanosuspensionfollowingthedevelopedmethodology.
Fig.15.Infiniteimplicitsurfacespecificarea(6/d50)1andcharacteristictime(t)as
functionofstabilizer(SDS/PVP(40–60%w/w))concentration.Asteadystatevalue overconcentrationvalueisobservedstartingfrom1to1.2%(w/w)(mean'S.D, n=3).
Fig.16.Adsorptionisotherm(highaffinity)ofPVPatroomtemperature.Aplateau valueappearedatapproximately0.7m2/g(mean' S.D,n=3).
Fig.17. Stabilityatroomtemperatureofnano-crystallinesuspensionstabilized withSDS/PVP(40–60%w/w)attotalconcentrationof1.2%w/w.variationofd10,d50
andd90withstorageduration.Notsignificantchangeisobserved(mean'S.D, n=3).
5. Discussion
Itisinterestingtoobservethattheselectedformulationis a synergiccombinationofanionicsurfactant(SDS)andapolymer (PVP).Indeed,it achievesastrong electro-stericprotection.The trappedSDSmicellesbythePVPchainsprovideahighelectrostatic barrier(value)andfurthermorethemicellesareplacedoutsidethe surfaceofAPIasillustratedinFig.18 (BernardCabane,personal communication)
6. Conclusion
Using a combination of empirical and colloidal–interfacial fundamentalapproach,anoptimumwetting/dispersantagentwas selectedfor preparingnano-suspensions witha d50 lowerthan
150nm.Usingasystematicapproach,alargenumberofwetting/ dispersantagentswasinvestigated.Theunsuccessfulagentswere excludedfollowingeachstep.Usingasimplemillingprocedure, namelyrollermillcombinedwithparticlesizemeasurement,the agentsthatresultedinaparticlediametergreaterthan500nmor thatfailedtopreventflocculationwereexcluded.Theremaining agentswerefurthersegregatedusingzetapotentialand rheologi-calmeasurements.Samplesthatresultedinalowabsolutezeta potentialvalue(<15mV)andaviscosityhigherthan10mPasata shear rate of 1000s!1 were also excluded. Among remaining
samples,those showinga Newtonianflowwerefurther investi-gatedusinghighshearmillingtoselectthebestwetting/dispersant system. The SDS/PVP mixture was selected for composition optimization using wettability, adsorption isotherm and zeta potentialmeasurement.Anoptimumstabilizercombinationthat led to maximum wettability, the best milling results and the maximumstabilitywasidentifiedasSDS/PVP40–60%withatotal concentrationof1–1.2%.Overall,thepresentapproachofstabilizer selectiondescribedinthismanuscriptisintendedtosupportthe formulatorstoselectasuitablewetting/dispersantsystemforany API to achieve a scalable industrial process leading to stable nanosuspensions.
Astepforwardwouldbetointroduceadditionalstressteststo assesstheformulationrobustnesssuchasthermalstability, freeze-thawingstability,centrifugationstability,ionicstrengthimpactor effect,and/oradilutioninbio-relevantmedia.
Acknowledgments
TheauthorsgratefullyacknowledgeJ.L. Laly(Global Headof PharmaceuticalSciencesOperationsatSanofiR&D)forhissupport. The authors also acknowledge OtmaneBoussif (Sanofi Pasteur, France),Yanhe(LGCR,SanofiUSA),XavierPepinand Harivardhan-ReddyLakkireddy(LGCR,Sanofi,France)fortheircontributionto pre-reviewthismanuscript.
AppendixA.
SeeTable2.
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