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Polymer-plasticizer compatibility during coating
formulation: A multi-scale investigation
Ahmed Jarray, Vincent Gerbaud, Mehrdji Hemati
To cite this version:
Ahmed Jarray, Vincent Gerbaud, Mehrdji Hemati. Polymer-plasticizer compatibility during coating
formulation: A multi-scale investigation. Progress in Organic Coatings, Elsevier, 2016, vol. 101, pp.
195-206. �10.1016/j.porgcoat.2016.08.008�. �hal-01406764�
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Eprints ID : 16025
To link to this article : DOI : 10.1016/j.porgcoat.2016.08.008
URL :
http://dx.doi.org/10.1016/j.porgcoat.2016.08.008
To cite this version :
Jarray, Ahmed and Gerbaud, Vincent and
Hemati, Mehrdji Polymer-plasticizer compatibility during coating
formulation: A multi-scale investigation. (2016) Progress in Organic
Coatings, vol. 101. pp. 195-206. ISSN 0300-9440
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Polymer-plasticizer
compatibility
during
coating
formulation:
A
multi-scale
investigation
A.
Jarray
a,b,∗,
V.
Gerbaud
a,b,
M.
Hemati
a,baUniversitédeToulouse,INP,UPS,LGC(LaboratoiredeGénieChimique),4alléeEmileMonso,F-31432ToulouseCedex04,France bLGC,INP,ENSIACET,4AlléeEmileMonso,31432Toulouse,France
Keyword: Plasticizer Miscibility Pharmaceuticalproducts Coating Moleculardynamics
a
b
s
t
r
a
c
t
Duringtheformulationofsoliddosageformscoating,plasticizersareaddedtothefilmformingpolymer toimprovethemechanicalpropertiesofthecoatingshellofthedrugproduct.Forthecoatingformulation tobesuccessfulandinordertoproduceflexiblecontinuousfilm,theplasticizershouldbecompatible withthefilmformingpolymer(i.e.highplasticizer-polymermiscibilityinsoliddispersion)(McGinity andFelton,2008).Thispaperproposesandcomparesdifferentmulti-scalemethodstopredictthe com-patibilitybetweenplasticizersandfilmformers.Themethodsarebasedon,i)Moleculechargedensity usingCOSMO,ii)SolubilityparametercalculationusingMoleculardynamics,iii)Mesoscalesimulation usingDPD,whereweproposeacoarse-grainmodel,andiv)experimentalDSCanalysisforvalidation. ThemethodsaretestedforvariousblendsincludingHPMC-PEG,MCC-PEGandPVP-PEG.Thedifferent methodsshowedsimilarresults;PEGplasticizerdiffusesinsideHPMCandPVPpolymerchains,thereby extendingandsofteningthecompositepolymer.However,MCCsurroundsPEGmoleculeswithout diffus-inginitsnetwork,indicatinglowPEG-MCCcompatibility.WealsofoundthatDPDsimulationsoffermore detailsthantheothermethodsonthemiscibilitybetweenthecompoundsinaqueoussoliddispersion, andcanpredicttheamountofplasticizerthatdiffuseinthefilmformingpolymernetwork.
1. Introduction
Polymeric film coatings are widely used for oral-controlled orsustaineddrugrelease.Theygenerallyconsistof mixturesof various materials that are added to confer or enhance specific propertiestothefinalproduct.Typically,acoatingdispersionis composedofwater,film-formingpolymer,plasticizerand other additivessuchasfillersandstabilizers.
Today,importantdifficultiesinpolymericcoatingformulation are; a)theassessment ofpolymer-plasticizerinteraction,b)the selectionofasuitableplasticizercompatiblewiththefilm-forming polymer,andc)understandingthemechanismbywhich plasticiz-ersimprovetheflexibilityofcoatingfilmsatthemolecularand mesoscales.
Variousstudieshavebeenreportedintheliterature, investigat-ingtheeffectofplasticizersonthepropertiesofthefinalpolymeric
∗ Correspondingauthorat:UniversitédeToulouse,INP,UPS,LGC(Laboratoirede GénieChimique),4alléeEmileMonso,F-31432ToulouseCedex04,France.
E-mailaddresses:ahmed.jarray@ensiacet.fr(A.Jarray),
vincent.gerbaud@ensiacet.fr(V.Gerbaud),mehrdji.hemati@ensiacet.fr
(M.Hemati).
coating.Laboulfieetal.[1]studiedtheeffectofplasticizeronthe mechanicalresistanceandthermalbehaviorofcompositecoating films.Theyfoundthatadditionofaplasticizer(polyethyleneglycol (PEG))enhancedtheplasticbehavioroftheHPMC-basedcoating filmsandimproveditsmechanicalproperties.Jarrayetal.[2]also studiedtheaffinitybetweenpolymersandcoatingadditivesindry andaqueoussystems.Saettoneetal.[3]foundthatthedrugrelease isinfluencedbythetypeandamountoftheplasticizer.
In this work, we propose and compare four multi-scale approachesallowingtochoosetheadequateplasticizerandto for-mulate therightaqueous polymericcoating; thefirstapproach is based on the generation of s-profiles of the materials. s-profilespresentamap ofthechargedensityoverthesurfaceof the moleculeand provideinformation aboutthe moleculeand an understandingof themutualsolubilitiesof solvents[4]. The secondapproachisamolecularscaleapproach,basedonthe sol-ubility parameterı (i.e.thesquare rootofthecohesiveenergy density).Thisparameterdescribestheintramolecularand inter-molecularforcesofa substance.Itisa measureofthetendency of a moleculeto interactwith thesurrounding molecules. The solubilityparameterisusedinthecoatingindustryforselecting compatiblesolventsforcoatingsmaterials,andinsurface charac-terizationoffillers(e.g.calculationofinterfacialenergyassociated http://dx.doi.org/10.1016/j.porgcoat.2016.08.008
Fig.1. Schematicrepresentationofatypicalfilmformationmechanismandplasticizereffectondrugrelease.
with stearic acid/water interface) [5]. The third approach is a mesoscaleapproach, wheredissipative particledynamics(DPD) simulationisusedtoinvestigatethestructureofpolymeric coat-ingdispersion,wherewefollowthesameDPDparameterization used by Jarrayet al. [6]. The last approach is an experimental thermalanalysisusingdifferentialscanningcalorimetry(DSC).The developedapproaches aretested forvarioussystems composed of polyvinylpyrrolidone (PVP), microcrystalline cellulose (MCC), hydroxypropyl-methylcellulose(HPMC),polyethyleneglycol(PEG) andwater.
2. Filmformersandplasticizer
2.1. Filmformers
Ingeneral,filmformersareorgano-chemical macromolecule-formingsubstancesthat undergoapolymerizationreactionand formcrystallineoramorphouscontinuousstructureasthe coat-ingdries.Theroleofthefilmformeristoformacohesivecoating filmonagivensubstrateand–whererelevant–toholdtogether thecomponentsofthecoating[7].Filmformationistheresultof theincreaseinpolymerconcentrationinthecolloidaldispersion, leadingtotheformationofathree-dimensionalnetwork.
Theformationofapolymericfilmarisesfromthe‘coalescence’, i.e. deformation, cohesion and polymer chain interdiffusion, of theindividualcolloidalparticlesnormallyheldapartby stabiliz-ingforces [8].Evaporationof theinterstitial waterupon drying leadstothedeformationoftheparticlesofpolymeruntilcomplete coalescence(Fig.1).Thismechanismrequiressufficientcolloidal stabilitytoformclosepackinguponcoalescence;otherwise,poor filmqualitymaybeobtained.Filmformationprocessalsorequires thespreadingof thesolutionintoa thin-layer.Keddieetal.[9]
demonstratedthatvoidscouldremaininthefilmduringfilm for-mationevenafterwaterevaporation.
Theobtainedfilmmustbesmoothanduniform.However, typ-ically,filmcoatingpreparedfrompurepolymertendstobebrittle andcrackupondrying.Toovercomethisproblem,onewayisto addaplasticizertothecoatingdispersion.
2.2. Plasticizersincoatingformulations
Forpolymerswithlimitedfilm-formationability,aplasticizer may be added to ease the deformation and to favor colloidal particlescoalescence.Theplasticizerpartiallyeliminatesthe inter-actions responsible for the mechanical cohesion between the chains,andthereforeincreasestheirmobility.Asaconsequence,
therigidmaterialis transformedintosoft and flexiblematerial
[10].PlasticizersreducetheglasstransitiontemperatureTgand theminimumpolymerfilmformingtemperature(MFT)atlevels thatdependonthecoatingprocess.Plasticizersalsocreate chan-nelsthroughwhichdrugdiffusesforpelletscoatedwithinsoluble films[11](Fig.1).
Agoodchoiceofaplasticizerdependsonitscompatibilitywith thepolymerandonthepermanenceoftheplasticizerinthefilm during coating. Compatibility between a polymer and a plasti-cizerproducesstableand homogeneouscoating film.Itis often characterizedby a highmiscibility betweentheplasticizer and thepolymerblend.Polymer-plasticizerincompatibilityinfluences notonlythemechanicalpropertiesbutalsodrugrelease[12,13]. Permanenceofaplasticizermeansitstendencytoremaininthe plasticizedmaterial;i.e.longtermcompatibility.Itdependsonthe sizeofthemoleculeandonitsrateofdiffusion.
Bodmeier and Paeratakul [14,15] studiedthe distributionof plasticizersbetweentheaqueousphaseand colloidalpolymeric dispersions.Theyalsostudiedthefactorsinfluencingtherateof diffusionofplasticizerthroughthepolymer.Duringsoliddosage formscoatingpreparation,foroptimalmixingbetweenthe plas-ticizer and the polymeric dispersion, Bodmeier and Paeratakul recommendedtheintroductionofwater-insoluble plasticizerto theaqueouspolymerdispersionbeforedilutionofthelatter.They alsorecommendedalongerplasticizationtimeforwater-insoluble plasticizersthanforwater-solubleplasticizers.Inhisworkonthe coating of large Alumina particles, Ould-chikh [16] found that addingaplasticizer(PolyvinylAlcohol(PVA))inaqueouspolymeric suspensionreducesdramaticallythesegmentationorthecracking ofthecoatingfilmsupondrying.
3. Materialsandmethods
3.1. Materials
Ourexperimentalstudyiselaboratedwithdifferentmaterials widelyusedinfoodandpharmaceuticalindustries.Thepolymers are;PVP:polyvinylpyrrolidone(K10),MCC:microcrystalline cel-lulose(AvicelPH-101)andHPMC:hydroxypropyl-methylcellulose (E19).ThechosenplasticizerisPEG400:polyethyleneglycol400. AllthecompoundsarepurchasedfromSigma–Aldrich.
Polyvinylpyrrolidoneorpovidone(PVP)occursasafine,whiteto creamy-whitecolored,describedasasyntheticpolymerconsisting essentiallyoflinear1-vinyl-2-pyrrolidinonegroups[17].Although PVPisusedinavarietyofpharmaceuticalformulations,itis primar-ilyusedinsolid-dosageforms.PVPsolutionsareusedasbindersin
Table1
Compositionofthedifferentformulationstudiedthroughoutthispaper. Formulationname Binder/coatingcomposition(w/w)
Polymer Plasticizer Solvent PEG10% – 10%PEG 90%water HPMC-PEG10%–10% 10%HPMC 10%PEG 80%water PVP-PEG10%–10% 10%PVP 10%PEG 80%water MCC-PEG10%–10% 10%MCC 10%PEG 80%water HPMC:hydroxypropyl-methylcellulose,PVP:polyvinylpyrrolidone,MCC: micro-crystalline.
cellulose,PEG:polyethyleneglycol.
wet-granulationprocesses[18,19]andasasolubilizerinoraland parenteralformulations.
Microcrystalline cellulose (MCC)is purified cellulose, practi-callyinsolubleinwaterandinmostorganicsolvents,producedby convertingfibrous-cellulosetoaredispersiblegeloraggregateof crystallinecelluloseusingacidhydrolysis[20].MCCishighly cohe-sivecellulose[21].Itiswidelyusedinpharmaceuticals,primarily asabinder/diluentinoraltabletandcapsuleformulationswhereit isusedinbothwet-granulationanddirect-compressionprocesses
[22].
Hydroxypropyl-methylcelluloseorHypromellose(HPMC)isa whiteorcreamy-whitefibrousorgranularpowder.It’savailablein severalgradesthatvaryinviscosityandextentofsubstitution[17]. It’ssolubleincoldwater,formingaviscouscolloidalsolution; prac-ticallyinsolubleinhotwater.Dependingupontheviscositygrade, concentrationsof2–20%(w/w)areusedforfilm-formingsolutions tofilm-coattablets.Lowerviscositygradesareusedin aqueous film-coatingsolutions.ComparedwithMethylcellulose,HPMC pro-ducesaqueoussolutionsofgreaterclarity,withfewerundissolved fiberspresent,andisthereforepreferredinformulationsfor oph-thalmicuse[17].
Polyethyleneglycols(PEG’s)ormacrogolsareproducedby poly-merizationofethyleneoxideinthepresenceofwater.PEGsare widelyusedinavarietyofpharmaceuticalformulationsandcan beusedtoenhancetheaqueoussolubilityordissolution charac-teristicsofpoorlysolublecompounds[23].Theyarealsousefulas plasticizersinmicroencapsulatedproductstoavoidruptureofthe coatingfilmwhenthemicrocapsulesarecompressedintotablets. WhenaddedtomixturesofHPMC,PEGimprovesthemechanical propertiesofthefinalcoatingproduct[1,24,25].
3.2. Preparationprotocolofthesamples
Polymer-plasticizer-watersamples(PVP-PEG,HPMC-PEGand MCC-PEG in water) were prepared by adding the polymer in deionizedwaterpreviouslyheatedto80◦C.Themixturewasthen
homogenizedbymoderateagitationfor30–60minusinga rotor-statorhomogenizer(UltraturraxT25,JankeandKunkel,Germany) at85◦C.Theplasticizerwasthenprogressivelyaddedunder
agi-tationuntilitwasevenlydispersed.Themixturewasthencooled usinganicebathunderagitationfor30min.Solutionswere there-afterdegassedat50mbarfor2h.Toattainmaximumstabilization, thereadilypreparedsolutionswerestoredimmediatelyat5◦Cfor
atleast24h.
Thesampleswereafterward spread onaglass plateusinga CAMAG handcoater(Manufactured by CAMAG, Switzerland) to produceathinfilmof5mm.Theliquidfilmsarethenplacedfor 24hatambienttemperatures.Table1presentsthedifferent for-mulationsusedthroughoutthisstudy.Typically,thepercentageof plasticizerinthecoatingdispersionislessthan10%(w/w).The rea-sonwechoseahighpercentageofPEGequaltothepercentageof thedifferentpolymersisdouble;i)Tobeabletoseethemixingof
PEGwiththepolymersintheDPDsimulations,andii)Toclearlysee theeffectofaddingPEGinthecoatingwhenusingDSCanalysis.
3.3. Methods
3.3.1. MethodA:sigmaprofile
COSMO(Conductor-likeScreeningModel)[26]isapredictive modelforthethermodynamicpropertiesoffluidsandsolutions thatcombinesquantumchemistryandstatisticalthermodynamics. Inthismodel,thesolventisregardedasahomogeneous conduct-ing medium but affected by a finite dielectric constant arising fromalargenumberofelectrostaticchargesenvelopingthe sur-faceofthesolutemolecule.Thesurfaceofthismoleculebearsa polarizationchargedensity.Todeterminethis density,quantum mechanicscalculationbasedonthedensityfunctionaltheory(DFT) arelaunchedinordertooptimizethegeometryofthemoleculeand toestablishitselectronicstructure.Then,calculationsbasedonthe COSMOmodelareusedtoconstructthechargedensitycurvecalled sigma-profile.Thisprofileistheprobabilityp()offindingsurface segmentwiththechargedensity[4]:
p()=Ai()/Ai (1)
withAi()thesurfaceareawithachargedensityofvalueand
Aithetotalsurfaceofthemateriali.COSMOemploysmolecular shapedcavitiesthatrepresenttheelectrostaticpotentialby par-tial atomic charges.The resultsdepend mainlyon thevan der Waalsradiiusedtoevaluatethecavitysurface.Thecavitysurface isobtainedasasuperimpositionofspherescenteredattheatoms, discardingallpartslyingontheinteriorpartofthesurface[26]. MoredetailsaboutCOSMOcanbefoundinRef.[26].
Conductor-like Screening Model (COSMO) implemented in Dmol3moduleasapartofMaterialStudio7.0packageof Accel-rys was used to generate the sigma-profiles of the molecules. Wateris chosen asthe solventenvironment (relativedielectric constant=78.54).Aglobalorbitalcutoffradiusof3.7Åwasused throughoutthecalculations.Wehaveusedthegradient-corrected functionals(GGA)ofPerdewandBecke[27,28]forthegeometry optimization and the COSMO calculations. It has been demon-stratedbyPerdewandWangthatthistechniqueproducesmore reliablepredictionsthantheVosko-Wilk-Nusair(VWN)technique
[29].Forbestaccuracy,weusedthetriple-numericalpolarization (TNP)basisset[30].InDmol3-CSOMO[31],theradiiofthespheres thatmakeupthecavitysurfacearedeterminedasthesumofthe vanderWaalsradiioftheatomsofthemoleculeandoftheprobe radius.First,geometryoptimizationwasperformedtobringthe energytoobtainthemoststableconformationandtoadjustthe coordinatesoftheatoms.Thesigmaprofileswerethereafter gener-ated.Complementarysigmaprofilesofapolymerandaplasticizer indicategoodmiscibilitybetweenthem[4].
Fig.2showsthesigmaprofileofwateraswellasitsCOSMO surface.WatercanacteitherasH-bonddonororH-bond accep-tor.The s-profile ofwater spansintherange of±0.02eÅ−2.It isdominatedbytwomajorpeaksarisingfromthestronglypolar regions;thepositiveregion(H-bondacceptorregion)isduetothe polaroxygenandthenegativeone(H-bonddonorregion)isdue tothepolarhydrogenatoms.Thenegativelychargedsurfacesof thewatermoleculesappearblueandthepositivelychargedones appearred.Non-polarpartsofthesurfaceofthemoleculearegreen. Thepeakarisingfromthepositivelypolarhydrogensislocatedon theleftside,atabout−0.015eÅ−2.Mostpartsofthesurfaceof
water moleculesareabletoformmoreorlessstronghydrogen bond.Hydrogenbondingisconsideredasweakupto±0.01eÅ−2.
Outside this limit, moleculescan beregarded asstrongly polar
Fig.2.s-profileofwater.(Forinterpretationofthereferencestocolourinthetext,thereaderisreferredtothewebversionofthisarticle.)
3.3.2. MethodB:solubilityparameterviamolecularsimulations 3.3.2.1. Solubility parameter. Thesolubilityparameter,ı (i.e.the square root of the cohesive energy density), describes the intramolecularandintermolecularforcesofasubstance.Itisa mea-sureofthetendencyofamoleculetointeractwiththesurrounding molecules.Solubilityparameterhasbeenprovedusefulforseveral pharmaceuticalapplicationsandhasbeencorrelatedtoavarietyof properties[32]suchasthesurfacetension,refractiveindex,workof adhesionandtensilestrength.Solubilityparameterwasalsousedin thecoatingindustryforselectingcompatiblesolventsforcoatings materialsandalso,insurfacecharacterizationoffillers[5].
Inmolecularsimulation,theHildebrandsolubilityparameter canbecalculatedfromthepairpotentialbysummingthepairwise interactions[33].Thecohesiveenergydensityisequaltominus theintermolecularenergy,i.e.theintramolecularenergyminusthe totalenergy: ı2k= < n
X
i=1 Ek i-E k c> Nav<Vcell> (2) withnthenumber ofmolecules inthesimulation cell,NavtheAvogadronumber,k=1,2,arethevanderWaalsenergy (disper-sion)andthecoulombianenergy(polar)respectively. ¨<> ¨denotes atimeaverageoverthedurationofthedynamicsinthe canoni-calensembleNVT,Vcellthecellvolume,theindex“i”referstothe
intramolecularenergyofthemoleculei,andtheindex“c” repre-sentsthetotalenergyofthecell.
AsshownintheworkofHildebrandandScott[34],the compat-ibilitybetweenaplasticizerandapolymercanbedeterminedby themiscibilitybasedonthesolubilityparameter.Theenthalpyof thepolymer(1)−plasticizer(2)mixturecanbedeterminedby: H=
v
mix((E2v
1 ) 1/2 -(E1v
2 ) 1/2 ) 2 x1x2-v
mix(ı1-ı2)x1x2 (3)where
v
mixisthemolarvolumeofthemixture,v1andv2aremolarvolumesofthepolymerandtheplasticizerrespectively,E1and
E2aremolarenergiesofvaporization,x1andx2arevolume
frac-tions.
Aplasticizer(1)andapolymer(2)aremiscibleinallproportion whenı1=ı2[35],whichgivesapositivevalueoftheenthalpyofthe
mixture.ThisassumesthattheGibbsfreeenergyofmixingGis negative(G=H-TS)toallowsolutionformation.Inthiscase, alltheinteractionsbetweenthemoleculesoftheplasticizerand thepolymerareofthesameorderofmagnitude.Thedegreeof miscibilitybetweenaplasticizer(1)andapolymer(2)increases asthesquareofthedifferencebetweenthesolubilityparameters ı=(ı1-ı2)2decreases.
AsimilarapproachwasadoptedbyPrice[36]topredictthe com-patibilitybetweenpolymersandplasticizers, butheusedgroup contribution methodto calculate the solubilityparameter, and foundthattheobtainedvalues areunderestimated.Inthis arti-cle,we willusemolecularsimulationtocalculatethesolubility parameterratherthangroupcontributionmethods.Jarrayetal.[2]
andBenali[37]usedmolecularsimulationstocalculatethe solu-bilityparameterandfoundgoodagreementwiththeexperimental solubilityparametervalues.
3.3.2.2. Computationofthesolubilityparameter. Forthe computa-tionofthesolubilityparameters,werunmolecularsimulationsin thecanonicalensembleNVTwiththeForcite®moduleofthe
Mate-rialStudioSuiterelease7[31].Simulationsarerunover500pswith atimestepof1fs.ThetemperatureissetatT=298Kandcontrolled byaNoseHooverthermostatwithaQratioequalto0.01.Energy andpressurestabilitywaschecked.Thelast50psareusedfor aver-agingpotentialenergycomponents.Theaveragecohesiveenergy iscomputedtoderivethesolubilityparameterbyusingequation
(2).Thestandarddeviationmethodcanbeevaluatedbytheblock averagesmethod[38].FollowingtheworkofJarrayetal.[2],we estimatedtheaveragestandarddeviationastentimesthestandard errorgivenbyForcite[31].
COMPASSII(Condensed-phaseOptimizedMolecularPotentials forAtomisticSimulationStudiesII)[39]forcefieldwasusedwith itspredefinedatomtype parameters.VanderWaalsinteraction
Fig.3.“Coarse-grained”compounds;moleculesandmonomerconversionintoequallysizedbeads.
was truncated by a spline function after 15.5 angströms. For theCoulombianinteraction,partialchargeswereassignedbythe predefinedforcefieldequilibrationmethod,whiletheEwald sum-mationwasusedtoaccountforthelong-rangeinteractions.
3.3.3. MethodC:DPDmethod
3.3.3.1. Overview of the DPD method.The dissipative particle dynamics method (DPD) is a particle mesoscopic simulation methodwhichcanbeusedforthesimulationofsystemsinvolving colloidalsuspensions, emulsions, polymersolutions, Newtonian fluidsand polymermelts.Thismethodenablesaccessinglarger spatiotemporalscalesthanthoseinthemoleculardynamics.
Recently,anumberofworkershaveusedtheDPDmethodfor thesimulationofpolymersystemsincludingSchulzetal.[40,41], Schlijperetal.[42],TomasiniandTomassone[43],Jarrayetal.[6]
and Caoetal. [44].Also, GamaGoicochea[45] usedit tostudy polymeradsorption.
IntheDPDmethod,thecompoundsarecomposedofmolecules described as a setof soft beads that interact dynamically in a continuousspaceandmovealongtheNewtonmomentum equa-tion.Theseinteractionsbetweenthesoftbeadsgoverntheaffinity betweenthecompoundsandtherefore,controlthefinalstructure builtbythebeadsintheDPDsimulation.
AnimportantparameterintheDPDmethodistheterm ¯aijof
theconservativeforce,whichrepresentsthemaximumrepulsion betweentwounlikebeads;itencompassesallthephysical infor-mationofthesystem.Itcanbedeterminedaccordingtoalinear relationshipwiththeFlory-Hugginsparameterij:
¯aij(¯=3)=¯aii+
ij
0.286 (4)
The number density ¯ is equal to 3 DPD units, for which therepulsionparameter/Flory-Hugginsparameterrelationshiphas beendefined[46].TheFlory-Hugginsvaluescanbecalculatedfrom theHildebrandsolubilityparameter[34]usingtheformula: ij=
(ıi-ıj)2(Vi+Vj)
2kBT (5)
withVthevolumeofthebeads,ıjandıiarethesolubility
param-etersofbeadsiandjrespectively.
Forpolymers,thenumberofbeadsthatcomposesonepolymer chaincanbeestimatedwiththenumberofDPDnDPD:
nDPD= Mw
MmCn
(6)
Mw is themolecular weightof thepolymer,Mm themolecular
weightofthemonomerandCnthecharacteristicratioofthe
poly-mer.AdetaileddescriptionoftheDPDmethodisbeyondthescope ofthisarticlebuthasbeendescribedinourpreviouswork[6]and intheworkofGrootandWarren[46].
3.3.3.2. DPDsimulation parameters. In ourDPD simulations,we usedthesameapproachproposedbyJarrayetal.[6].Polymerand plasticizersmoleculeswerecoarse-grainedintobeads(seeFig.3); A waterbeadrepresents6water molecules(volumeofawater molecule≈30Å3),whichroughlycorrespondstoasinglemonomer ofPVP, andtoahalfmonomerofMCC. PEG400iscomposedof threesimilarbeads;eachonecontainsthesamefragmentwhich wecalledPEG1.Inthesameway,HPMCrepeatingunitis coarse-grainedinto4beads(oneHL,twoHOandoneHC)(Fig.3).
ThenumberofbeadsusedtodescribetheHPMCpolymerin theDPDsimulationsisdeterminedbytheDPDnumbernDPDwhich
wascalculatedusingEq.(6).Theratiocharacteristicwascomputed usingMaterialStudio’s[31]Synthiamodule[47].Wefoundthatthe HPMCpolymerchainiscomposedof10repetitions(nDPD=10),and
theMCCpolymeriscomposedof44beads(nDPD=44).The
conser-vativeforceparametersaijbetweeneverycoupleofbeadsisthen calculatedusingtherelationship(4).Theresultsaresummarized inTable2.
AllDPDsimulationswereperformedwithinMaterialsStudio7 softwarepackage[31].A30×30×30rc3(i.e.24.4×24.4×24.4nm) simulationcellboxwasadoptedwhereperiodicboundary condi-tionswereappliedinallthreedirections.Initially,thebeadswere randomlydispersedinthesimulationcell.EachDPDsimulationran for1000DPDunits(i.e.5374.17ps)whichwassufficienttogeta steadyphase.Theintegrationtimewastakenast=0.02DPDunits (i.e.107.48fs).DPDsimulationswereruninthecanonical ther-modynamicNVTensembleatatemperatureofT=298K.TheDPD parametersaresummarizedinTable3.
Fig.4.s-profileofwater,PVP,HPMC,MCCandPEG400.
Table2
Theconservativeforceparameters ¯aij.
¯aij PVP MCC HL HO HC PEG1 Water
PVP 157.00 MCC 170.85 157.00 HPMC HL 157.00 170.5 157.00 HO 161.14 159.85 161.12 157.00 HC 159.09 179.56 158.82 167.56 157.00 PEG1 157.38 167.64 157.43 159.26 161.33 157.00 Water 256.78 198.64 252.37 222.05 260.48 253.79 157.00 PVP:polyvinylpyrrolidone,MCC:microcrystallinecellulose,HPMC:hydroxypropyl-methylcellulose,PEG:polyethyleneglycol.
Table3
ListofparametersusedinDPDsimulations.
Numberofmoleculesofwaterinonebead 6
Simulationboxsize 24.4×24.4×24.4nm Cut-offradiusrc 8.314Å
Dissipationparameter 4.5DPDunits(i.e. 0.09043gmol−1fs−1) DPDsimulationtime 1000DPDunits(i.e.
5374.17ps) Integrationtime 0.02DPDunits(i.e.
107.483fs) TemperatureT 298K
3.3.4. MethodD:differentialscanningcalorimetry(DSC)
Differential scanning calorimetry (DSC) performs measure-mentsofheatflowbyvaryingthethermalenergysuppliedtothe sample.Thistechniqueisparticularlyusefulfordeterminingthe glasstransitiontemperatureTgandthemeltingtemperatureTm.
Meltingisaphasetransition,characterizedbythemelting tem-peratureTm,thatoccurswhenthepolymerchainsfalloutoftheir crystalstructuresandbecomeadisorderedliquid.
Inthiswork,theDSCtestswerecarriedoutwithadifferential scanningcalorimetryanalyzerDSCQ2000.Thesoftwareusedfor analysisofDSCdatawasUniversalAnalysis2000softwareanalysis. IntheDSCinstrument, thesamplesweresealedinDSC alu-minumpanandscannedbetween25–300◦Cwithaheatingrate
of20◦Cmn−1.Anemptyaluminumpanservedasreference.Each
panisincontactwithathermocoupleconnectedtoacomputer. Theregistrationofasignalproportionaltothedifferenceinthe
heatflowbetweenthesetwopansisusedtodeterminethemelting temperatureTmandthemeltingenthalpyH.Thepeak tempera-tureofthemeltingendothermintheDSCcurveswastakentobe themeltingtemperatureTmofthepolymer.Hwascalculatedby integratingthemeltingpeak’sareaforeachsample.
InourDSCanalysis,westudiedmorepreciselythecrystalline meltingpointsofthefilmsassociatedwiththeappearanceofan endothermicpeakintheDSCcurves.Thismeltingpeakprovides accesstothemeltingtemperatureTm,andtotheenergyrequired
formeltingdifferentmorphologiescrystals.
Toestimatetheinteractionbetweenthematerialsintheblend, weusedtheFlory-Hugginstheory[48].TheFlory-Hugginstheory hasprovidedagoodempiricaldescriptionofthemixingbehaviorof polymer-diluentsystemsandpolymer–polymersystems[49,50]. Caoetal.[51] andMarsacetal.[52,53]usedtheFlory-Huggins theoryfortheestimationofpolymer-solventinteractionusingthe meltingpointdepression dataobtainedfromDSCthermograms. Meltingpointdepressionisthereductionofthemeltingpointofa polymerwhenmixedwithanothermaterialandoccurswhenthe twocomponentsaremiscibleorpartiallymiscible[53].Also,Nishi andWang[54]usedtheFlory-Hugginstheoryfordrug–polymer interaction.For theestimation of theFlory-Huggins interaction parameter between the plasticizer and a polymer, we have decidedtousethesameconceptandwecalculatedusingthe followingequation: 1 Tm -1 Tm0 =- R Hm(lnxplast+ (1-1 mr)(1-xplast) +(1-xplast)2) (7)
Fig.5.Dmol3-COSMOsurfacesofHPMC,PVP,MCCandPEG400.
whereHmisthemeltingheatofthepureplasticizer,TmandT0m
arethemeltingtemperaturesoftheplasticizerinthe plasticizer-polymermixturesandinthepureplasticizerrespectively,Risthe gasconstant,xplastisthevolumefractionoftheplasticizerandmr
istheratioofthevolumeofthepolymerrepeatingunittothatof thepureplasticizer.
A negative means that the attraction between a polymer–plasticizer pair is stronger than the aver-age attraction between a polymer–polymer pair and a plasticizer–plasticizer pair (i.e., plasticizer–polymer attraction >½(plasticizer–plasticizer+polymer–polymer)attraction).Inthis case,plasticizermoleculesprefertobein contactwithpolymer segmentsthanwiththeplasticizermolecules.Themorenegative thevalueof,thestrongertheattractionbetweentheplasticizer and the polymer, the higher the miscibility, and vice versa; a positive value of indicates that the polymer and plasticizer moleculestendtobeincontactwiththeirownkind,leadingto repulsionbetweentheplasticizerandthepolymer[55,56].
Fig.6.MiscibilityofHPMC,PVPandMCCwithPEG400predictedfromthesolubility parametercalculations.
Table4
Solubilityparameterscalculatedbymoleculardynamicsandexperiments. Solubilityparameterı(Jcm−3)1/2
Moleculardynamics Exp.
PVP 21.12±0.16 –
MCC 29.98±0.24 29.3[57]
HPMC 20.68±0.13 22.8[58] PEG400 22.88±0.24 – Water 47.78±0.59 47.9[32] PVP:polyvinylpyrrolidone,MCC:microcrystallinecellulose
.HPMC:hydroxypropyl-methylcellulose,PEG:polyethyleneglycol400.
4. Resultsanddiscussions
4.1. MethodA:-profiles
Fig.4showsthes-profileofPVP,HPMCandPEG400,and com-paresthemtothatofawatermolecule.Fig.5showstheCOSMO surfaceofMCC,PVP,HPMCandPEG400.
HPMChasanasymmetricprofile.Anasymmetricprofilemeans thatthematerialdoesnotfeelcomfortableinitspurestate[4],i.e. thereisanamountofelectrostaticmisfit.HPMChasadominant peak inthenon-polarregionat−0.0029eÅ−2 andasmallpeak
around0.011eÅ−2arisinginthepositivepolarregion,andanother
smallershoulderextendingfrom−0.01toabout0.015eÅ−2
corre-spondingtothepositivelychargedatoms.ThissuggeststhatHPMC moleculesprefertobeincontactwithasolventshowinghydrogen bonddonorcharacteristicsuchaswater.
PVPs-profile,showninFig.4,isalsoasymmetric,ithasamajor non-polarpeakat−0.0028eÅ−2andasmallerpeakinthepositive
regionofs-profile,meaningthatPVPcanonlyactasH-bond accep-torandislookingforaH-bonddonor.ThepolaroxygeninPVPdoes notfindapartnerwithareasonablynegatives;hence,when mix-ingwithwater,thismisfitcanbeadjusted,andthepolaroxygen maypairupwiththepolarhydrogenofwater.PEGhasavery simi-larcurveshapetoHPMC,suggestingsolubilityinwater.FromFig.4, wealsonoticethatHPMC,PVPandPEGhavesimilars-profile,this indicatesasimilarbehaviorinwaterand,consideringthattheyare alllookingforaH-bonddonor,maysuggestthattheyaremiscible witheachotherifweconsidertheoldchemicalaphorism“similia similibussolvuntur”or“likedissolveslike”.MCCmoleculeispolar and hastwo pronouncedpeaksat−0.005eÅ−2 and0.009eÅ−2.
Fig.7. ImagesofDPDsimulationofPVP-PEG400,HPMC-PEG400andMCC-PEG40010%–10%(w/w)inwateratthefinalsimulationstep.
Fig.8.Distributionofpolymerbeads(PVP,HPMCandMCC)aroundandthroughPEG.
Inthenegatives-profileregion,thepositionoftheMCCpeakis clearlyshiftedtothenon-polars-profilerangeandbothpeaksare strongerthanthoseexhibitedbythewatermolecules.BothMCC andwaterhaveasimilarsymmetricals-profile,whichmeansthey feelcomfortableintheirpurestate.
The conclusionsobtained fromCOSMO aremostly interpre-tationsbased oncharge distributions, and theydo not provide a quantitativeor a substantialqualitative methodfor assessing polymer-plasticizercompatibility.Nevertheless,theresultscanbe comparedtotheremainingmethodsofthisarticle.
4.2. MethodB:solubilityparameterı
Table 4 compares experimental solubility parameters with thosecalculatedbymolecularsimulations.Wefollowedthesame calculationmethoddescribedaboveandproposedbyJarrayetal.
[2].Theaveragevalueofthecohesiveenergydensityisobtained forallcompoundsfromthelast50picoseconds(ps)ofthe500ps dynamicsimulation,spanning500000timesteps.
Table4showsthatexperimentalHildbrandsolubility param-etersvaluesareclosetothemolecularsimulationresults.Jarray etal.[2]calculatedthesolubilityparameterfordifferentmaterials andalsofoundthatmolecularsimulationgivessolubilityparameter valuesclosetotheexperimentalones.
Calculation of 1ı for PVP, MCC and HPMC with a plas-ticizer (PEG400) indicates the likelihood of miscibility between them (Fig. 6). PEG400 gives 1ı (PEG400-PVP)=10.7<1ı (PEG400-HPMC)=17.5<1ı (PEG400-MCC)=22.4Jcm−3, showing that
the miscibility decreases in the following order:
PEG400-PVP>PEG400-HPMC>PEG400-MCC. This suggests that PVP andHPMCaremorecompatiblewithPEG400asaplasticizerthan MCC.
MethodBbasedonthesolubilityparametercalculations can predictthecompatibilitybetweenthefilm-formingpolymerand theplasticizer;however,itdoesnotprovideinformationrelated tothestructureoftheblend,nordetailsregardingtheinteractions betweenthepolymerchainsandtheplasticizer(i.e.diffusionof plasticizerinthepolymerchains).Inthenextsubsections,wewill useDPDsimulationstovisualizethestructureoftheblendandwe willcomparetheresultstothoseobtainedbymethodB.
4.3. MethodC:DPDsimulations
Inthissection,weexaminethestructureofPVP,HPMCandMCC inthepresenceofaplasticizer(PEG400)usingDPDsimulations. Polymerandplasticizercontentineach mixtureisfixedto10% (w/w).
Foracompoundtobeeffectiveasaplasticizer,itmustbeable todiffuseintothepolymer.Theplasticizer willdiffuseintothe film-formingpolymerwiththerateandextentofdiffusionbeing dependentonitswatersolubilityandaffinityforthepolymerphase
[35].Plasticizersmoleculesactbyinsertingthemselvesbetween thepolymerchainstherebyextendingandsofteningthepolymer. Thiswillimprovethemechanicalpropertiesofthefinalfilm[35]. InFig.7(a)and(b),PVPandPEGaswellasHPMCandPEGarewell mixed,andPVP-PEGformsatubularstructure.InFig.7(c),MCCand PEGdonotmixandMCCsurroundsPEGbeads.
Fig.9.MiscibilityofHPMC,PVPandMCCwithPEG400predictedfromtheDPD simulationsbasedonthepercentageofpolymerthatdoesnotmixwithPEG400.
Fig.8showsthedistributionofpolymerbeads(PVP,HPMCand MCC)aroundandthroughPEGplasticizer.
Thepercentage ofbeadsofpolymerthat coverPEGnetwork Noutside
beads,polymercanbecalculatedbyusingthefollowingequation:
Noutside beads,polymer= 100 NBeads,polymer (NBeads,polymer−
X
i (Y
j 1 (|ro− ri|+|ri−rj|−|ro−rj|±2rwater))) (8)Where ri denotes the position vector of the ith polymer bead,
i=1...NBeads,polymer.NBeads,polymer isthetotal numberofpolymer
beads(HPMC,PVPorMCCinourcase),rjdenotestheposition vec-torofthejthPEGbead,roisthepositionvectorofthebeadatthe
geometriccenteroftheblend,rwateristheradiusofawaterbead
whichisroughlyequaltotheradiusoftheotherbeads,and1is theDiracfunction.
Table5
Meltingtemperature(Tm)andmeltingenthalpy(1Hm).
Tm(◦C) 1Hm(Jg−1)
PEG 24.7 140.6
PEGinHPMC-PEG 6.3 32.5 PEGinMCC-PEG 16.8 38.1 PEGinPVP-PEG 9.61 37.2
InFig.8(a),PVPshowsthehighestpercentageofbeadsinside PEGnetwork(97%ofPVP),meaningthatPEGisasuitable plasti-cizerforPVP.PEGalsomixeswellwithHPMC(Fig.8(b))with82%of HPMCbeadsthatdiffusesthroughPEGand18%ofHPMCthat sur-roundPEGbeads.MCChowever,completelysurroundsPEGwith 89%ofMCCbeadsoutside PEG,formingathickerexternallayer comparedtothelayersformedinalltheothermixtures.This sug-geststhatMCCisnotcompatiblewithPEGasaplasticizer.Fig.9
summarizesthemiscibilityofthedifferentblendsbasedonthe amountofPEGthatdoesnotmixwiththepolymer.PVPismore compatiblewithPEGthanHPMC,andMCCshowstheleast com-patibility.DPDconclusionsare qualitativelysimilartosolubility parameterresults(obtainedusingMethodB).
4.4. MethodD:DSCresults
Fig.10showsphotographsoftheappearancesofthesamples usedinthisstudyandpreparedusingtheprotocoldescribedin theprevioussection.PEGissolubleinwaterandformsa homoge-noustransparentsolution(Fig.10(a)).HPMCisalsosolubleinwater andHPMC-PEGformsatransparentsolution(Fig.10(b)).MCC-PEG formsawhitesolution(Fig.10(c)).PVP-PEGformsatransparent yellowishmixture(Fig.10(d)).Inallthemixtures,nophase sepa-rationcanbeobservedbythenakedeye.
DSC thermogramsof thePEG400 and the films(HPMC-PEG, MCC-PEG, andPVP-PEG)wererecorded usingDifferential Scan-ningCalorimeterandarepresentedin Fig.11.Theminimumof theDSCmeltinggraphisthemeltingpointthatwedenotedearlier byTm.Table5presentsthemeltingtemperature(Tm)andmelting enthalpy(Hm)obtainedfromtheDSCanalysis.
The thermal behavior of HPMC-PEG blend presents a low-temperature peak at 6.36◦C (enthalpy: 32.5Jg−1). (Fig. 11).
A decrease in the melting peak may indicate miscibility in
Table6
Resultssummarytable.
Mixture DSCanalysis Thedifferentmethods HPMC-PEG • HPMCformsmoreorderedcrystalstructure
withfewerimpuritiesthanMCC • PartialmiscibilitybetweenPEGandHPMC.
• PVP,HPMCandPEGhavesimilarbehaviorin water(i.e.possiblemiscibilitywitheach other)A.
• HPMCandPVParemorecompatiblewith PEG400asaplasticizerthanMCCB • PartialmiscibilitybetweenPEGandHPMCC. PVP-PEG • PEGisagoodplasticizerforPVP(i.e.
miscibility).
• HighpercentageofPVPdiffusesinPEG networkC.
• PVPmixeswithPEGinaqueoussystems BandC.
MCC-PEG • MCCandPEGmoleculesshowrepulsion. • MCCislesscompatiblewithPEGthanPVP
andHPMC.
• MCCsurroundsPEGinaqueoussystemsC. • MCCisnotcompatiblewithPEGasa
plasticizerBandC.
A:COSMO,B:SolubilityparameterandMD,C:DPDsimulation.
Fig.11.DSC curvesofPEG 10%(w/w), HPMC-PEG10%–10%(w/w), MCC-PEG 10%–10%(w/w)andPVP-PEG10%–10%(w/w).
drug–polymersystem.Severalresearcharticlesusedthisdecrease ofthemeltingtemperatureasanindicatorofsoliddosageforms polymermiscibility[59,60].MixingHPMCwithPEGreducedthe meltingtemperatureofPEGfrom24.7to6.3◦C(i.e.meltingpeak
depression),indicatingasubstantialdegreeofmixingand misci-bility.AddingPEGtoHPMCenhancesthechainmobility inthe amorphousphaseofHPMC,andHPMC-PEGblendcrystallizeswith moreeaseatlowertemperatures.
MCC-PEG, ontheotherhand, presentsanenthalpy eventat 16.8◦C(enthalpy:38.1Jg−1).ThemeltingpeaktemperatureofPEG
generatedintheMCC-PEGblendishigherthantheonegenerated intheHPMC-PEGblend,suggesting betterinteractions between HPMCandPEGthanbetweenMCCandPEG.
PVP-PEGDSCcurveshowssimilartrendstotheHPMC-PEGcase witha slightlyhigher endothermicpeakat 9.61◦C and melting
enthalpyequalto37.2Jg−1,suggestingmiscibilitybetweenPVP
andPEGthatisslightlylowerthanthatofHPMC-PEG.However,as indicatedbyMengetal.[56],themeltingtemperaturedecreaseis notenoughtoclaimthataplasticizeriscompatiblewitha poly-mer.Intheremainingofthissection,wewillusetheFlory-Huggins theorytoevaluatethepolymer-plasticizermiscibilitywhichisthe sameapproachusedbyCaoetal.[51],Marsacetal.[52,53]and NishiandWang[54].
Themeltingtemperatureandtheenthalpyextractedfromthe DSCthermogramsareusedforthecalculationoftheFlory-Huggins
Fig.12. MiscibilityofHPMC,PVPandMCCwithPEG400predictedfromtheDSC resultsbasedontheFlory-hugginsparameter.
parameter.Asemphasizedintheprevioussection,a negative valueofindicatesthatthepolymerandtheplasticizerare mis-cibleinthemelt,andthepolymer–polymerinteractionbecomes strongerwiththedecreaseofthevalueof[55,56].Fig.12presents theFlory-Huggins interactionparameterofthedifferent blends calculatedusingEq.(7).
InthecaseofMCC-PEG,thepositivevalueof=1.07indicates repulsionbetweenPEGandMCCmolecules.Thisindicates immis-cibility(Fig.12)andthereforeMCCisnotcompatiblewithPEGand mayresultinalessflexiblefilm.Liewetal.[61]alsofoundthat MCCreducesthetensilestrengthandelasticityofthecoatingfilm containingPEG.Thenegativevalueof=−1.79intheHPMC-PEG blendindicatesattractionbetweenHPMCandPEGmolecules.An attractionindicatesmiscibilityandresultsinaflexiblecoatingfilm. ThisisinadequacywiththeexperimentalfindingofLaboulfieetal.
[1]whofoundthatmixingPEGplasticizerwithHPMCimproves themechanicalpropertiesofthecoatingfilm.Liewetal.[61]found thataddingPEGtoHPMCimprovestheelasticityoftheresulting coatingfilm.RegardingPVP-PEGblend,alargernegativevalueof =−3isobtainedsuggestinghighattractionbetweenPEGandPVP molecules,andconsequentlyhighmiscibility.Barmpalexisetal.
addi-tion,Liewetal.[61]foundthataddingPVPtoacompositecoating filmcontainingPEGincreasesbothtensilestrengthandelasticity. Similarly,Dana etal.[63]alsoshowedthattheadditionof PEG resultedinanincreaseinelasticityandadhesivenessofPVP-based hydrogels.
DSCresults(MethodD)aresimilartoDPD(MethodC)and solu-bilityparameterconclusions(MethodB)obtainedpreviously.DSC analysisshowedpartialmiscibilityofHPMCandPVPwithPEGin theblend,butPVPinteractsbetterwithPEGthanHPMC.Inaddition, thereisrepulsionbetweenMCCandPEGindicatinglow compat-ibility.Similarly,fromDPDsimulationsandsolubilityparameter calculation,weconcludedthatPVPismorecompatiblewithPEG thanHPMCandMCC.
5. Conclusion
Inthisstudy,differentmethodsfortheassessmentof polymer-plasticizerscompatibilitywereproposedandcompared.Wehave usedDmol3andCOSMOmodeltogenerates-profilesofthe com-pounds.We haveseenthats-profilesgivevaluableinformation regarding polarities,hb-donorsand hb-acceptors,wichallowto guessthesolubilityofcompounds.MCChasadifferents-profile shapethantheotherpolymer(HPMC,PVPandPEG)andthecurve suggestsalowsolubilityinwater.Butthes-profileresultswere notsufficienttopredictthecompatibilitybetweenPEGandthe dif-ferentpolymers.Weusedmolecularsimulationratherthangroup contributionmethodforthecalculationofthesolubilityparameter, andwefoundgoodagreementwiththeexperiments.Calculation ofsolubilityparameterıusingmolecularsimulationsshowedthat PVPandHPMCaremorecompatiblewithPEG400asaplasticizer thanMCC.
DPDsimulationsshowedthatPEGplasticizermixwellwithPVP indicatinggoodcompatibilitybetweenthem.Partialdiffusionof PEGthroughHPMCisobtainedshowingthatthereispartial mis-cibilitybetweenHPMCandPEG.However,PEGandMCCarenot miscible,andMCCtendstocoverPEGinwaterwithaspherical shell.TheexperimentalresultsobtainedbyDSCaresimilartothe DPDsimulationresults.Itshowedthatthereisabetter interac-tionbetweenHPMCandPEGthanbetweenMCCandPEG,andthat HPMCshowsahigherdegreeofmiscibilityandmoreattractionto PEGmoleculesthanMCC.Inaddition,PEGisagoodplasticizerfor PVP.
Each methodhasits own advantage compared tothe other methods;Forexample,theDPDmethodgivesinsightsonthe struc-tureoftheblendsand predictstheamountofpolymerdiffused insidetheplasticizer.COSMOmethodisfasterbutdoesnotpredict theextentofthecompatibility.TheDSCmethodistime-consuming andmoreexpensivethantheothermethods.
Table6summarizestheresultsobtainedbythedifferent sim-ulationmethodsandcomparesthemwiththeresultsobtainedby DSC.
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