emerging technologies in 3d printing of pharmaceuticals · benefits for pharmaceutical industry...

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1 Emerging Technologies in 3D Printing of Pharmaceuticals: Manufacturing unique dosage forms, accelerating drug development, and enabling personalized medicine © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved Kimberly Bone, PharmD VP Medical and Clinical Affairs NABP-AACP District IV Meeting October 18, 2019

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  • 1

    Emerging Technologies in 3D Printing of Pharmaceuticals:

    Manufacturing unique dosage forms, accelerating drug development, and enabling personalized medicine

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

    Kimberly Bone, PharmDVP Medical and Clinical Affairs

    NABP-AACP District IV MeetingOctober 18, 2019

  • 2

    Overview

    Introduction to Aprecia Pharmaceuticals

    Features of 3DP Technologies

    Select Methods for 3DP Pharmaceuticals

    Applying 3DP in the pharmaceutical industry

    Benefits and Example applications

    Looking ahead

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 3

    Aprecia Facts

    Privately held technology company

    Founded in 2004

    Headquartered in Blue Ash, Ohio

    60+ employees

    Innovative and patent-protected 3DP technology platform

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 4

    Aprecia Milestones

    2004

    2007

    2008

    2011

    2014

    2015KEY

    MILE

    STON

    ES

    ZipDose® Technology development begins

    Proprietary 3DP forming system built

    Registration and launch facility opens in East Windsor, NJ

    Filing of first NDA with the FDA

    First product approved: SPRITAM® (levetiracetam)

    SPRITAM is the first and onlyFDA approved 3DP

    pharmaceutical product

    2016

    2017

    Operations initiated

    Next generation 3DP forming system built

    Commercial manufacturing facility in Blue Ash, OH approved by FDA

    East Windsor facility focused on R&D; new development machines built 2018

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 5CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Features of 3DP Technologies

    Control of internal and external geometry

    Spatial control of composition

    Simpler, compact process

    Rapid prototyping

    Benefits for Pharmaceutical Industry

    Dosage forms with unique properties– Instant dispersion–Ultra low dose–Complex release profiles–Combination therapy–Anti-counterfeit features

    Agile, simplified supply chain

    Accelerate development cycle

    Key Advantages of 3DP Over Conventional Pharmaceutical Processes

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 6CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Example Device Demonstrating Various Features

    PCL (Top Layer)

    PEO (Middle Layer)

    PCL (Bottom Layer)

    Wu et al J. of Controlled Release 40 (1996) 77-87

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 7

    Selected Methods for 3D Printing Pharmaceuticals

    Fused Deposition Modeling(Material Extrusion)

    Powder-Liquid Deposition(Binder Jetting)

    Polyjet(Material Jetting)

    Scopigno R., Cignoni P., Pietroni N., Callieri M., Dellepiane M. (2017). "Digital Fabrication Techniques for Cultural Heritage: A Survey". Computer Graphics Forum 36 (1): 6–21. DOI:10.1111/cgf.12781.

    3D Printing: The action or process of making a physical object from a three-dimensional digital model, typically by laying down many thin layers of a material in succession.

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

    http://vcg.isti.cnr.it/Publications/2017/SCPCD17/DigitalFabricationForCH.pdfhttps://en.wikipedia.org/wiki/Digital_object_identifierhttps://doi.org/10.1111/cgf.12781

  • 8CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Aprecia’s 3DP Technology Platform

    Utilizes powder-liquid or binder jetting 3DP TECHNOLOGY– Platform validated through FDA approval of first and only 3DP pharmaceutical product (Spritam®)

    Pharmaceutical products are assembled layer-by-layer, without the use of compression forces or molds– Eliminates potential for disrupting particles of drug or particle coatings (e.g., modified release)

    Spreading of thin layers of powder and depositing (“printing”) pre-programmed patterns of liquid droplets onto selected regions of each layer are carried out repeatedly until tablet is formed– Allows for controlling regional tablet hardness, dispersibility characteristics and overall form/shape

    Interaction between powder and liquid during the 3DP process bonds the layered materials together– Dose forms can be designed to disperse on contact with liquid or to be swallowed whole

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 9

    3DP Binder Jet Printing of Pharmaceuticals

    Thin layer of powder is spread onto pallets upon successive passes

    Newly spread powder layer is ready for printing

    Printhead deposits droplets of liquid onto powder layer

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 10

    Introducing ZipDose® Technology

    ZipDose® disperses with a sip of water in less than 10 seconds, a previously unachievable rate for high-dose formulations.

    The powder-liquid additive manufacturing process produces a porous formulation of high drug load and rapid dispersion with a sip of liquid.

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 11CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Harvesting the Dosage Forms

    Printed ZDFs are dried and then harvested to remove unused powder

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved – not to be used without permission

  • 12

    Components Necessary for 3DP Pharmaceutical Manufacturing

    Printing Fluid• Aqueous Solution

    • Deposition controls physical properties of

    dosage form• Formulation depends on

    product • Could incorporate API

    Powder Blend• API along with functional fillers

    • Controls performance properties of ZDF

    • Particle size, shape, packing create the

    matrix

    ZDF

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 13CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Powder composition and compatibility

    Powder flowability

    Control of powder layer thickness and uniformity

    Print fluid composition and compatibility

    Deposition of printing fluid

    Speed

    Critical Elements

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved – not to be used without permission

  • 14CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Key Considerations for Applying 3DP to Pharmaceuticals

    Achieving the speed and scale

    Complying with regulatory requirements

    Making economic sense

    Identifying and meeting the unmet needs

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 15

    Application Example: Rapidly Dispersing Dosage Forms

    Controlled binding of powder allows instant dispersion upon contact with water Conventional pharma techniques were limited to low dose compounds

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 16

    Application Example: Rapidly Dispersing Dosage Forms, ZipDose® Technology

    Conventional pharma techniques were limited to low dose compounds

    Source: U.S. Orange Book data All Rx ODTs, 258 total records

    May 9, 2016

    “Over/Under” for Freeze-Drying claims: 400 mg

    First ZIPDOSE product:SPRITAM (levetiracetam)

    Made by Soft Compression

    (No new ODTs over 50 mg in OB in the interim as of Sept 2017)

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 17

    Application Example: Highly Accurate Low Dose Products

    Deposit metered amount of actives in

    each tablet

    No blending of actives

    Complete encapsulation of actives

    Physical separation of multiple actives

    Safer process and product

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 18

    Application Example: Zero-Order Release Profile

    Introduce concentration gradient to achieve constant release

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 19

    Application Example: Complex Release Profile

    Spatial control of composition to achieve pulsed release

    0.000

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    0 2 4 6 8 10 12 14

    Time (hours)

    Rele

    ase

    Rate

    Chl

    orph

    enira

    min

    e M

    alea

    te m

    g/hr

    empirical average ratetheoretical

    Chlorpheniramine Maleate

    0.0

    0.1

    0.2

    0.3

    0.4

    0.5

    0.6

    0.7

    0 2 4 6 8 10 12 14

    Time (hours)

    rele

    ase

    rate

    dic

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    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

    Sheet3

    If then statements based on geometry

    like, if the radius is currently between these 2 numbers, add this concentration x volume to cumm and subtract the contribution from the height…

    Sheet2

    0.5405405405

    5.94

    55

    each cell is 200 by 200 microns

    radiallyvertically

    hours it takeshours it takes

    Ko (70:30HPMC)microns/hourerode 200 umerode 108 umCdrug

    3.6 mg/harea294.480.680.3720mg/cc

    erodedrelease in mgs

    # of 200ums# of 108shoursrelease radialrelease vertical

    10.370

    10.68

    20.74

    31.11

    21.36

    41.48

    51.85

    32.04

    62.22

    72.59

    42.72

    82.96

    93.33

    53.4

    103.7

    114.07

    64.08

    200um124.44

    74.76

    134.81

    145.18

    85.44

    155.55

    165.92

    96.12

    176.29

    186.66

    106.8

    197.03

    207.4

    117.48

    217.77

    228.14

    128.16

    238.51

    138.84

    248.88

    259.25

    149.52

    269.62

    279.99

    1510.2

    2810.36

    2910.73

    1610.88

    3011.1

    3111.47

    1711.56

    3211.84

    3312.21

    1812.24

    3412.58

    1912.92

    3512.95

    3613.32

    2013.6

    3713.69

    3814.06

    2114.28

    3914.43

    4014.8

    2214.96

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    5

    5.1

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    6

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    7

    7.1

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    8

    8.1

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    10

    10.1

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    10.9

    11

    11.1

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    11.6

    11.7

    11.8

    11.9

    12

    12.1

    12.2

    12.3

    12.4

    12.5

    empirical average rate

    theoretical

    Time (hours)

    Release Rate Chlorpheniramine Maleate mg/hr

    0

    0

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    0

    0.074

    0

    0.218

    0

    0.371

    0

    0.467

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    0.431

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    0.1

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    0.254

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    0.292

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    0.305

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    0.279

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    0.287

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    6.833357.575650.455912.394652796710.86195127870.34846748420.2640.0661.74717.53570492583.20.52015853770.26007926890.02600792690.52015853775.2198365539

    7.083358.2851.414412.546293308111.06829345680.15164051140.2590.0651.81218.18547685563.30.54616646460.26007926890.02600792690.54616646465.4808283816

    7.333359.762952.669212.865526292811.33842195440.31923298470.2700.0681.88018.86316764793.40.57217439150.26007926890.02600792690.57217439155.7418202093

    7.583361.466154.433913.232184610611.71831975470.36665831780.2610.0651.94519.51795712163.50.59818231840.26007926890.02600792690.59818231846.002812037

    7.833362.536554.899713.462616188411.81859537970.23043157780.2360.0592.00420.11002729713.60.62419024530.26007926890.02600792690.62419024536.2638038647

    8.083363.888956.312313.753755637112.12269445180.29113944870.2080.0522.05620.63185185853.70.65019817210.26007926890.02600792690.65019817216.5247956924

    8.416765.294858.205114.056412359212.53016912540.30265672210.1620.0542.11021.17385497433.80.6762060990.26007926890.02600792690.6762060996.7857875201

    8.7567.218559.82314.470539065412.87846438860.41412670620.1400.0472.15721.64211223743.90.70221402590.26007926890.02600792690.70221402597.0467793478

    9.083368.93561.417614.840060555813.22174371790.36952149040.1350.0452.20222.093646026940.72822195280.26007926890.02600792690.72822195287.3077711755

    9.416770.0779103.846515.086099653722.35567343890.24603909780.1000.0332.23522.42821585154.10.75422987970.26007926890.02600792690.75422987977.5687630032

    9.872.6476105.452615.639294744822.70142844370.55319509120.0890.0342.26922.77054982344.20.78023780660.26007926890.02600792690.78023780667.8297548309

    10.083373.8165105.626915.890931022322.73895107450.25163627740.0690.0202.28922.96671270764.30.80624573350.26007926890.02600792690.80624573358.0907466586

    10.416775.5725105.47716.268955920122.70668118150.37802489790.0860.0292.31723.25444275674.40.83225366030.26007926890.02600792690.83225366038.3517384863

    10.7577.2623106.282116.632729537722.880.36377361760.0580.0192.33723.44843505154.50.85826158720.26007926890.02600792690.85826158728.612730314

    11.083379.0166105.978617.010388466222.81466369220.37765892850.0530.0182.35423.62570387254.60.88426951410.26007926890.02600792690.88426951418.8737221417

    11.416781.2375106.220317.488495240522.86669593470.47810677430.0250.0082.36323.70934632864.70.9102774410.26007926890.02600792690.9102774419.1347139694

    11.7581.9262105.937317.636755916622.80577278770.14826067610.0130.0042.36723.75282736024.80.93628536790.26007926890.02600792690.93628536799.3957057971

    12.083383.2499105.619717.921716940122.73740108640.28496102350.0080.0032.37023.77958491814.90.96229329480.26007926890.02600792690.96229329489.6566976248

    50.98830122170.26007926890.02600792690.98830122179.9176894525

    5.11.01430914850.26007926890.02600792691.014309148510.1786812802

    5.21.04031707540.26007926890.02600792691.040317075410.4396731079

    5.31.06632500230.26007926890.02600792691.066325002310.7006649356

    5.41.09233292920.26007926890.02600792691.092332929210.9616567633

    5.51.11834085610.26007926890.02600792691.118340856111.222648591

    5.61.1443487830.26007926890.02600792691.14434878311.4836404187

    5.71.17035670990.26007926890.02600792691.170356709911.7446322464

    5.81.19636463670.26007926890.02600792691.196364636712.005624074

    5.91.22237256360.26007926890.02600792691.222372563612.2666159017

    61.24838049050.26007926890.02600792691.248380490512.5276077294

    6.11.27438841740.26007926890.02600792691.274388417412.7885995571

    6.21.30039634430.26007926890.02600792691.300396344313.0495913848

    6.31.32640427120.26007926890.02600792691.326404271213.3105832125

    6.41.35241219810.26007926890.02600792691.352412198113.5715750402

    6.51.3784201250.26007926890.02600792691.37842012513.8325668679

    6.61.40442805180.26007926890.02600792691.404428051814.0935586956

    6.71.43043597870.26007926890.02600792691.430435978714.3545505233

    6.81.45644390560.26007926890.02600792691.456443905614.615542351

    6.91.48204610740.25602201770.02560220181.482046107414.8724626916

    71.50721688530.25170777910.02517077791.507216885315.1250536558

    7.11.53195990520.24743019960.024743021.531959905215.3733520316

    7.21.55627883320.24318927950.02431892791.556278833215.6173946068

    7.31.58017733510.23898501860.02389850191.580177335115.8572181693

    7.41.60365907670.23481741690.02348174171.603659076716.092859507

    7.51.62672772420.23068647450.02306864741.626727724216.3243554077

    7.61.64938694330.22659219130.02265921911.649386943316.5517426593

    7.71.67164040010.22253456740.02225345671.671640400116.7750580497

    7.81.69349176030.21851360270.02185136031.693491760316.9943383667

    7.91.714944690.21452929720.02145292971.7149446917.2096203983

    81.73600285510.2105816510.02105816511.736002855117.4209409323

    8.11.75666992150.20667066410.02066706641.756669921517.6283367566

    8.21.77694955520.20279633640.02027963361.776949555217.831844659

    8.31.7968454220.19895866790.01989586681.79684542218.0315014275

    8.41.81636118780.19515765870.01951576591.816361187818.2273438499

    8.51.83550051870.19139330870.01913933091.835500518718.4194087141

    8.61.85426708050.1876656180.01876656181.854267080518.6077328079

    8.71.87266453920.18397458650.01839745861.872664539218.7923529192

    8.81.89069656060.18032021420.01803202141.890696560618.973305836

    8.91.90836681070.17670250130.01767025011.908366810719.150628346

    91.92567895550.17312144750.01731214481.925678955519.3243572372

    9.11.94263666080.1695770530.01695770531.942636660819.4945292974

    9.21.95924359250.16606931770.01660693181.959243592519.6611813145

    9.31.97550341670.16259824170.01625982421.975503416719.8243500764

    9.41.99141979920.1591638250.01591638251.991419799219.9840723709

    9.52.00699640590.15576606740.01557660672.006996405920.140384986

    9.62.02223690290.15240496920.01524049692.022236902920.2933247094

    9.72.03714495590.14908053010.0149080532.037144955920.4429283292

    9.82.05172423090.14579275040.0145792752.051724230920.589232633

    9.92.06597839390.14254162980.0142541632.065978393920.7322744089

    102.07991111070.13932716850.01393271692.079911110720.8720904447

    10.12.09352604740.13614936650.01361493662.093526047421.0087175282

    10.22.10682686980.13300822370.01330082242.106826869821.1421924474

    10.32.11981724380.12990374010.0129903742.119817243821.2725519901

    10.42.13250083530.12683591580.01268359162.132500835321.3998329442

    10.52.14488131040.12380475070.01238047512.144881310421.5240720975

    10.62.15696233490.12081024490.01208102452.156962334921.645306238

    10.72.16874757470.11785239830.01178523982.168747574721.7635721535

    10.82.18024069580.1149312110.01149312112.180240695821.8789066319

    10.92.19144536410.11204668290.01120466832.191445364121.9913464611

    112.20236524550.1091988140.01091988142.202365245522.1009284288

    11.12.2130040060.10638760440.01063876042.21300400622.2076893231

    11.22.22336531140.10361305410.01036130542.223365311422.3116659318

    11.32.23345282770.1008751630.01008751632.233452827722.4128950427

    11.42.24327022080.09817393110.00981739312.243270220822.5114134438

    11.52.25282115660.09550935850.00955093592.252821156622.6072579229

    11.62.26210930120.09288144510.00928814452.262109301222.7004652678

    11.72.27113832030.0902901910.00902901912.271138320322.7910722665

    11.82.27991187990.08773559610.00877355962.279911879922.8791157068

    11.92.28843364590.08521766050.0085217662.288433645922.9646323766

    122.2884336459002.288433645922.9646323766

    12.12.2884336459002.288433645922.9646323766

    12.22.2884336459002.288433645922.9646323766

    12.32.2884336459002.288433645922.9646323766

    12.42.2884336459002.288433645922.9646323766

    12.52.2884336459002.288433645922.9646323766

    Sheet1

    empirical average rate

    theoretical

    Time (hours)

    Release Rate mg/hr

    average empirical

    Theoretical

    Time (hours)

    mgs Chlorpheniramine Maleate

    Chart8

    00

    0.08330.1

    0.250.2

    0.41670.3

    0.470.4

    0.690.5

    0.91670.6

    1.08330.7

    1.250.8

    1.41670.9

    1.58331

    1.751.1

    1.91671.2

    2.08331.3

    2.33331.4

    2.58331.5

    2.83331.6

    3.08331.7

    3.33331.8

    3.58331.9

    3.83332

    4.08332.1

    4.33332.2

    4.58332.3

    4.83332.4

    5.08332.5

    5.33332.6

    5.58332.7

    5.83332.8

    6.08332.9

    6.33333

    6.58333.1

    6.83333.2

    7.08333.3

    7.33333.4

    7.58333.5

    7.83333.6

    8.08333.7

    8.41673.8

    8.753.9

    9.08334

    9.41674.1

    9.84.2

    10.08334.3

    10.41674.4

    10.754.5

    11.08334.6

    11.41674.7

    11.754.8

    12.08334.9

    5

    5.1

    5.2

    5.3

    5.4

    5.5

    5.6

    5.7

    5.8

    5.9

    6

    6.1

    6.2

    6.3

    6.4

    6.5

    6.6

    6.7

    6.8

    6.9

    7

    7.1

    7.2

    7.3

    7.4

    7.5

    7.6

    7.7

    7.8

    7.9

    8

    8.1

    8.2

    8.3

    8.4

    8.5

    8.6

    8.7

    8.8

    8.9

    9

    9.1

    9.2

    9.3

    9.4

    9.5

    9.6

    9.7

    9.8

    9.9

    10

    10.1

    10.2

    10.3

    10.4

    10.5

    10.6

    10.7

    10.8

    10.9

    11

    11.1

    11.2

    11.3

    11.4

    11.5

    11.6

    11.7

    11.8

    11.9

    12

    12.1

    12.2

    12.3

    12.4

    12.5

    Time (hours)

    release rate diclofenac mg/hr

    0

    0.013

    0

    0.049

    0

    0.16

    0

    0.351

    0

    0.498

    0

    0.485

    0

    0.396

    0.5840376564

    0.274

    0.5840376564

    0.156

    0.5840376564

    0.011

    0.5840376564

    0.02

    0.5840376564

    0.01

    0.5840376564

    0.02

    0

    0.103

    0

    0.184

    0

    0.24

    0

    0.234

    0

    0.259

    0

    0.22

    0

    0.24

    0

    0.264

    0

    0.256

    0

    0.2689444789

    0

    0.237

    0

    0.272

    0.2920188282

    0.2590848318

    0.2920188282

    0.251

    0.2920188282

    0.259

    0.2920188282

    0.264

    0.2920188282

    0.277

    0.2920188282

    0.256

    0.2920188282

    0.24

    0.2920188282

    0.259

    0.2920188282

    0.2701284976

    0.2920188282

    0.261

    0.2920188282

    0.236

    0.2920188282

    0.24

    0.2920188282

    0.216

    0.2920188282

    0.172

    0.2920188282

    0.135

    0.2920188282

    0.154

    0.2920188282

    0.112

    0.2920188282

    0.115

    0.2920188282

    0.086

    0.2920188282

    0.058

    0.2920188282

    0.055

    0.2920188282

    0.044

    0.2920188282

    0.028

    0.2920188282

    0.018

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2920188282

    0.2874633181

    0.2826192607

    0.2778163645

    0.2730546296

    0.2683340559

    0.2636546435

    0.2590163924

    0.2544193025

    0.2498633739

    0.2453486065

    0.2408750004

    0.2364425555

    0.2320512719

    0.2277011496

    0.2233921885

    0.2191243887

    0.2148977501

    0.2107122728

    0.2065679568

    0.202464802

    0.1984028084

    0.1943819761

    0.1904023051

    0.1864637954

    0.1825664469

    0.1787102596

    0.1748952336

    0.1711213689

    0.1673886654

    0.1636971232

    0.1600467422

    0.1564375225

    0.1528694641

    0.1493425669

    0.145856831

    0.1424122563

    0.1390088429

    0.1356465908

    0.1323254999

    0.1290455702

    0.1258068018

    0.1226091947

    0.1194527489

    0.1163374642

    0.1132633409

    0.1102303788

    0.107238578

    0.1042879384

    0.1013784601

    0.098510143

    0.0956829872

    0

    0

    0

    0

    0

    0

    diclofenac

    time343 mg4 mg3 inc4 inc''4 inc time adj4 cum adj4 cum mg4inc mgtime thcum thinc thinc adjcum adjcum adj mginc mginc with loading change

    0000000.0000.0000.000000000000

    0.08331.59051.7760.34239669710.38233042060.34239669710.0130.0010.0010.01215887720.13045614040.10000000

    0.255.07964.95221.09351666931.06609048940.75111997220.0490.0080.0090.10387312280.49171929820.20000000

    0.41678.60947.69641.85339838031.65685126660.7598817110.1600.0270.0360.40334821051.60561403510.30000000

    0.4711.337610.58922.44071473942.27960207790.5873163590.3510.0190.0550.61340631583.52231578950.40000000

    0.6913.88612.63722.98932444882.7204876080.54860970940.4980.1100.1641.84355368424.99747368420.50000000

    0.916716.41115.12733.53289669663.25654671860.54357224780.4850.1100.2743.0780743864.86701754390.60000000

    1.083318.966917.37254.08312097713.73988470310.55022428050.3960.0660.3403.81883059653.97389473680.70.05201585380.52015853770.05201585380.05201585380.58403765645.21983655390.5840376564

    1.2520.659719.17694.44754042314.1283289660.3644194460.2740.0460.3864.33168168422.74961403510.80.10403170750.52015853770.05201585380.10403170751.16807531285.21983655390.5840376564

    1.416722.580721.24454.86108588374.57343390840.41354546060.1560.0260.4124.62366989471.56547368420.90.15604756130.52015853770.05201585380.15604756131.75211296925.21983655390.5840376564

    1.583324.312422.16215.23387957144.77097129240.37279368770.0110.0020.4144.64424645610.110385964910.20806341510.52015853770.05201585380.20806341512.33615062555.21983655390.5840376564

    1.7525.801623.66515.55446879585.09453132750.32058922430.0200.0030.4174.68168084210.20070175441.10.26007926890.52015853770.05201585380.26007926892.92018828195.21983655390.5840376564

    1.916727.051425.23545.82352091275.43257944660.2690521170.0100.0020.4194.70039803510.10035087721.20.31209512260.52015853770.05201585380.31209512263.50422593835.21983655390.5840376564

    2.083328.426.49496.11384231215.70371974210.29032139940.0200.0030.4224.73780996490.20070175441.30.3120951226000.31209512263.504225938300

    2.333330.11927.7336.48390199295.97025312820.37005968080.1030.0260.4485.02693277191.03361403511.40.3120951226000.31209512263.504225938300

    2.583332.145529.40566.92015908616.33032399620.43625709320.1840.0460.4945.5434241.84645614041.50.3120951226000.31209512263.504225938300

    2.833333.434130.95387.19756391726.66361451270.27740483110.2400.0600.5546.21710821052.40842105261.60.3120951226000.31209512263.504225938300

    3.083335.552132.11617.65351877696.91382996760.45595485980.2340.0590.6126.87395031582.34821052631.70.3120951226000.31209512263.504225938300

    3.333336.620233.07857.88345521967.12101172260.22993644270.2590.0650.6777.60096785962.59908771931.80.3120951226000.31209512263.504225938300

    3.583338.551634.48548.29923955217.42388372080.41578433250.2200.0550.7328.21851171932.20771929821.90.3120951226000.31209512263.504225938300

    3.833340.21935.94578.65819098427.73825146470.35895143210.2400.0600.7928.89219592982.408421052620.3120951226000.31209512263.504225938300

    4.083341.348837.23368.90140996468.01550560250.24321898040.2640.0660.8589.63324856142.64926315792.10.3120951226000.31209512263.504225938300

    4.333343.081538.20839.27441892858.2253352540.37300896390.2560.0640.92210.35184505262.56898245612.20.3120951226000.31209512263.504225938300

    4.583344.106839.45769.49514155258.49427973290.2207226240.2690.0670.98911.10677692322.69888143732.30.3120951226000.31209512263.504225938300

    4.833346.022940.27529.90763216018.67028950310.41249060750.2370.0591.04811.77204008112.37831578952.40.3120951226000.31209512263.504225938300

    5.083346.932941.375610.10353344548.90717936510.19590128540.2720.0681.11612.5355488532.72954385962.50.33810304950.26007926890.02600792690.33810304953.79624476652.6099182770.2920188282

    5.333348.35642.579110.40989291719.16626419690.30635947160.2590.0651.18113.26280452122.59993901372.60.36411097640.26007926890.02600792690.36411097644.08826359472.6099182770.2920188282

    5.583350.197543.657210.80632392479.3983534010.39643100770.2510.0631.24413.96736592472.51880701752.70.39011890330.26007926890.02600792690.39011890334.38028242292.6099182770.2920188282

    5.833351.527545.306411.09264118799.75338680740.28631726320.2590.0651.30914.69438346862.59908771932.80.41612683020.26007926890.02600792690.41612683024.67230125112.6099182770.2920188282

    6.083352.899846.757711.388064631810.06581706610.29542344380.2640.0661.37515.43543610012.64926315792.90.44213475710.26007926890.02600792690.44213475714.96432007932.6099182770.2920188282

    6.333354.624447.593511.759329858910.2457448620.37126522720.2770.0691.44416.21297995982.779719298230.46814268390.26007926890.02600792690.46814268395.25633890752.6099182770.2920188282

    6.583355.956949.09212.046185312510.56833615440.28685545360.2560.0641.50816.9315764512.56898245613.10.49415061080.26007926890.02600792690.49415061085.54835773562.6099182770.2920188282

    6.833357.575650.455912.394652796710.86195127870.34846748420.2400.0601.56817.60526066152.40842105263.20.52015853770.26007926890.02600792690.52015853775.84037656382.6099182770.2920188282

    7.083358.2851.414412.546293308111.06829345680.15164051140.2590.0651.63318.33227820542.59908771933.30.54616646460.26007926890.02600792690.54616646466.1323953922.6099182770.2920188282

    7.333359.762952.669212.865526292811.33842195440.31923298470.2700.0681.70019.09053363742.71076316943.40.57217439150.26007926890.02600792690.57217439156.42441422022.6099182770.2920188282

    7.583361.466154.433913.232184610611.71831975470.36665831780.2610.0651.76619.82316521632.61915789473.50.59818231840.26007926890.02600792690.59818231846.71643304842.6099182770.2920188282

    7.833362.536554.899713.462616188411.81859537970.23043157780.2360.0591.82520.48562135672.36828070183.60.62419024530.26007926890.02600792690.62419024537.00845187662.6099182770.2920188282

    8.083363.888956.312313.753755637112.12269445180.29113944870.2400.0601.88521.15930556722.40842105263.70.65019817210.26007926890.02600792690.65019817217.30047070482.6099182770.2920188282

    8.416765.294858.205114.056412359212.53016912540.30265672210.2160.0721.95721.96788830412.16757894743.80.6762060990.26007926890.02600792690.6762060997.5924895332.6099182770.2920188282

    8.7567.218559.82314.470539065412.87846438860.41412670620.1720.0572.01422.61156661991.72603508773.90.70221402590.26007926890.02600792690.70221402597.88450836122.6099182770.2920188282

    9.083368.93561.417614.840060555813.22174371790.36952149040.1350.0452.05923.11677925141.354736842140.72822195280.26007926890.02600792690.72822195288.17652718942.6099182770.2920188282

    9.416770.0779103.846515.086099653722.35567343890.24603909780.1540.0512.11023.69326879531.54540350884.10.75422987970.26007926890.02600792690.75422987978.46854601762.6099182770.2920188282

    9.872.6476105.452615.639294744822.70142844370.55319509120.1120.0432.15324.17528535671.12392982464.20.78023780660.26007926890.02600792690.78023780668.76056484582.6099182770.2920188282

    10.083373.8165105.626915.890931022322.73895107450.25163627740.1150.0332.18624.5410902691.15403508774.30.80624573350.26007926890.02600792690.80624573359.0525836742.6099182770.2920188282

    10.416775.5725105.47716.268955920122.70668118150.37802489790.0860.0292.21424.86302598830.86301754394.40.83225366030.26007926890.02600792690.83225366039.34460250212.6099182770.2920188282

    10.7577.2623106.282116.632729537722.880.36377361760.0580.0192.23425.08008030410.58203508774.50.85826158720.26007926890.02600792690.85826158729.63662133032.6099182770.2920188282

    11.083379.0166105.978617.010388466222.81466369220.37765892850.0550.0182.25225.28590767250.55192982464.60.88426951410.26007926890.02600792690.88426951419.92864015852.6099182770.2920188282

    11.416781.2375106.220317.488495240522.86669593470.47810677430.0440.0152.26725.45061897070.44154385964.70.9102774410.26007926890.02600792690.91027744110.22065898672.6099182770.2920188282

    11.7581.9262105.937317.636755916622.80577278770.14826067610.0280.0092.27625.55540381280.28098245614.80.93628536790.26007926890.02600792690.936285367910.51267781492.6099182770.2920188282

    12.083383.2499105.619717.921716940122.73740108640.28496102350.0180.0062.28225.6227654970.18063157894.90.96229329480.26007926890.02600792690.962293294810.80469664312.6099182770.2920188282

    50.98830122170.26007926890.02600792690.988301221711.09671547132.6099182770.2920188282

    5.11.01430914850.26007926890.02600792691.014309148511.38873429952.6099182770.2920188282

    5.21.04031707540.26007926890.02600792691.040317075411.68075312772.6099182770.2920188282

    5.31.06632500230.26007926890.02600792691.066325002311.97277195592.6099182770.2920188282

    5.41.09233292920.26007926890.02600792691.092332929212.26479078412.6099182770.2920188282

    5.51.11834085610.26007926890.02600792691.118340856112.55680961232.6099182770.2920188282

    5.61.1443487830.26007926890.02600792691.14434878312.84882844052.6099182770.2920188282

    5.71.17035670990.26007926890.02600792691.170356709913.14084726862.6099182770.2920188282

    5.81.19636463670.26007926890.02600792691.196364636713.43286609682.6099182770.2920188282

    5.91.22237256360.26007926890.02600792691.222372563613.7248849252.6099182770.2920188282

    61.24838049050.26007926890.02600792691.248380490514.01690375322.6099182770.2920188282

    6.11.27438841740.26007926890.02600792691.274388417414.30892258142.6099182770.2920188282

    6.21.30039634430.26007926890.02600792691.300396344314.60094140962.6099182770.2920188282

    6.31.32640427120.26007926890.02600792691.326404271214.89296023782.6099182770.2920188282

    6.41.35241219810.26007926890.02600792691.352412198115.1849790662.6099182770.2920188282

    6.51.3784201250.26007926890.02600792691.37842012515.47699789422.6099182770.2920188282

    6.61.40442805180.26007926890.02600792691.404428051815.76901672242.6099182770.2920188282

    6.71.43043597870.26007926890.02600792691.430435978716.06103555062.6099182770.2920188282

    6.81.45644390560.26007926890.02600792691.456443905616.35305437882.6099182770.2920188282

    6.91.48204610740.25602201770.02560220181.482046107416.64051769692.56920340570.2874633181

    71.50721688530.25170777910.02517077791.507216885316.92313695762.52590964240.2826192607

    7.11.53195990520.24743019960.024743021.531959905217.20095332212.48298375780.2778163645

    7.21.55627883320.24318927950.02431892791.556278833217.47400795172.4404257520.2730546296

    7.31.58017733510.23898501860.02389850191.580177335117.74234200762.39823562490.2683340559

    7.41.60365907670.23481741690.02348174171.603659076718.00599665112.35641337660.2636546435

    7.51.62672772420.23068647450.02306864741.626727724218.26501304352.3149590070.2590163924

    7.61.64938694330.22659219130.02265921911.649386943318.5194323462.27387251610.2544193025

    7.71.67164040010.22253456740.02225345671.671640400118.76929571992.2331539040.2498633739

    7.81.69349176030.21851360270.02185136031.693491760319.01464432642.19280317060.2453486065

    7.91.714944690.21452929720.02145292971.7149446919.25551932682.15282031590.2408750004

    81.73600285510.2105816510.02105816511.736002855119.49196188232.113205340.2364425555

    8.11.75666992150.20667066410.02066706641.756669921519.72401315422.07395824290.2320512719

    8.21.77694955520.20279633640.02027963361.776949555219.95171430382.03507902450.2277011496

    8.31.7968454220.19895866790.01989586681.79684542220.17510649231.99656768480.2233921885

    8.41.81636118780.19515765870.01951576591.816361187820.3942308811.95842422390.2191243887

    8.51.83550051870.19139330870.01913933091.835500518720.60912863111.92064864170.2148977501

    8.61.85426708050.1876656180.01876656181.854267080520.81984090391.88324093820.2107122728

    8.71.87266453920.18397458650.01839745861.872664539221.02640886071.84620111350.2065679568

    8.81.89069656060.18032021420.01803202141.890696560621.22887366271.80952916750.202464802

    8.91.90836681070.17670250130.01767025011.908366810721.42727647111.77322510030.1984028084

    91.92567895550.17312144750.01731214481.925678955521.62165844721.73728891180.1943819761

    9.11.94263666080.1695770530.01695770531.942636660821.81206075241.70172060210.1904023051

    9.21.95924359250.16606931770.01660693181.959243592521.99852454771.66652017110.1864637954

    9.31.97550341670.16259824170.01625982421.975503416722.18109099461.63168761880.1825664469

    9.41.99141979920.1591638250.01591638251.991419799222.35980125421.59722294530.1787102596

    9.52.00699640590.15576606740.01557660672.006996405922.53469648781.56312615050.1748952336

    9.62.02223690290.15240496920.01524049692.022236902922.70581785671.52939723450.1711213689

    9.72.03714495590.14908053010.0149080532.037144955922.87320652211.49603619720.1673886654

    9.82.05172423090.14579275040.0145792752.051724230923.03690364531.46304303860.1636971232

    9.92.06597839390.14254162980.0142541632.065978393923.19695038761.43041775880.1600467422

    102.07991111070.13932716850.01393271692.079911110723.35338791011.39816035770.1564375225

    10.12.09352604740.13614936650.01361493662.093526047423.50625737421.36627083540.1528694641

    10.22.10682686980.13300822370.01330082242.106826869823.65559994111.33474919180.1493425669

    10.32.11981724380.12990374010.0129903742.119817243823.80145677211.3035954270.145856831

    10.42.13250083530.12683591580.01268359162.132500835323.94386902851.27280954090.1424122563

    10.52.14488131040.12380475070.01238047512.144881310424.08287787141.24239153350.1390088429

    10.62.15696233490.12081024490.01208102452.156962334924.21852446211.21234140490.1356465908

    10.72.16874757470.11785239830.01178523982.168747574724.3508499621.1826591550.1323254999

    10.82.18024069580.1149312110.01149312112.180240695824.47989553221.15334478390.1290455702

    10.92.19144536410.11204668290.01120466832.191445364124.60570233411.12439829150.1258068018

    112.20236524550.1091988140.01091988142.202365245524.72831152881.09581967780.1226091947

    11.12.2130040060.10638760440.01063876042.21300400624.84776427761.06760894290.1194527489

    11.22.22336531140.10361305410.01036130542.223365311424.96410174191.03976608670.1163374642

    11.32.23345282770.1008751630.01008751632.233452827725.07736508281.01229110930.1132633409

    11.42.24327022080.09817393110.00981739312.243270220825.18759546160.98518401060.1102303788

    11.52.25282115660.09550935850.00955093592.252821156625.29483403960.95844479060.107238578

    11.62.26210930120.09288144510.00928814452.262109301225.3991219780.93207344940.1042879384

    11.72.27113832030.0902901910.00902901912.271138320325.5005004380.9060699870.1013784601

    11.82.27991187990.08773559610.00877355962.279911879925.59901058110.88043440320.098510143

    11.92.28843364590.08521766050.0085217662.288433645925.69469356830.85516669830.0956829872

    122.2884336459002.288433645925.694693568300

    12.12.2884336459002.288433645925.694693568300

    12.22.2884336459002.288433645925.694693568300

    12.32.2884336459002.288433645925.694693568300

    12.42.2884336459002.288433645925.694693568300

    12.52.2884336459002.288433645925.694693568300

    diclofenac

    Time (hours)

    release rate diclofenac mg/hr

    Chlor. mal.

    empirical average

    theoretical

    Time (hours)

    mgs Diclofenac Sodium

    time343 mg4 mg3 inc4 inc''4 inc time adj4 cum adj4 cum mgtime thcum thinc thinc adjcum adjcum adj mg

    0000000.0000.0000.00000000000

    0.08331.59051.7760.34239669710.38233042060.34239669710.0130.0010.0010.01086699650.01086699650.1000000

    0.255.07964.95221.09351666931.06609048940.75111997220.0740.0120.0130.13465783160.12379083510.2000000

    0.41678.60947.69641.85339838031.65685126660.7598817110.2180.0360.0500.49933894040.36468110880.3000000

    0.4711.337610.58922.44071473942.27960207790.5873163590.3710.0200.0700.69777577540.19843683510.4000000

    0.6913.88612.63722.98932444882.7204876080.54860970940.4670.1030.1721.72878068771.03100491230.5000000

    0.916716.41115.12733.53289669663.25654671860.54357224780.4310.0980.2702.70928602810.98050534040.6000000

    1.083318.966917.37254.08312097713.73988470310.55022428050.3860.0640.3343.35461843510.6453324070.70.05201585380.52015853770.05201585380.05201585380.52198365540.5219836554

    1.2520.659719.17694.44754042314.1283289660.3644194460.3020.0500.3853.85981887020.50520043510.80.10403170750.52015853770.05201585380.10403170751.04396731080.5219836554

    1.416722.580721.24454.86108588374.57343390840.41354546060.1800.0300.4154.16093171230.30111284210.90.15604756130.52015853770.05201585380.15604756131.56595096620.5219836554

    1.583324.312422.16215.23387957144.77097129240.37279368770.0910.0150.4304.31306966320.152137950910.20806341510.52015853770.05201585380.20806341512.08793462160.5219836554

    1.7525.801623.66515.55446879585.09453132750.32058922430.0860.0140.4444.45693468770.14386502461.10.26007926890.52015853770.05201585380.26007926892.6099182770.5219836554

    1.916727.051425.23545.82352091275.43257944660.2690521170.0610.0100.4544.55897848420.10204379651.20.31209512260.52015853770.05201585380.31209512263.13190193240.5219836554

    2.083328.426.49496.11384231215.70371974210.29032139940.1000.0170.4714.72616304560.16718456141.30.3120951226000.31209512263.13190193240

    2.333330.11927.7336.48390199295.97025312820.37005968080.1700.0430.5135.15265427370.42649122811.40.3120951226000.31209512263.13190193240

    2.583332.145529.40566.92015908616.33032399620.43625709320.2410.0600.5745.75726830880.60461403511.50.3120951226000.31209512263.13190193240

    2.833333.434130.95387.19756391726.66361451270.27740483110.2540.0640.6376.39449637890.63722807021.60.3120951226000.31209512263.13190193240

    3.083335.552132.11617.65351877696.91382996760.45595485980.2890.0720.7097.11953146670.72503508771.70.3120951226000.31209512263.13190193240

    3.333336.620233.07857.88345521967.12101172260.22993644270.2920.0730.7827.85209287020.73256140351.80.3120951226000.31209512263.13190193240

    3.583338.551634.48548.29923955217.42388372080.41578433250.3030.0760.8588.61192963760.75983676741.90.3120951226000.31209512263.13190193240

    3.833340.21935.94578.65819098427.73825146470.35895143210.2920.0730.9319.34449104110.732561403520.3120951226000.31209512263.13190193240

    4.083341.348837.23368.90140996468.01550560250.24321898040.3050.0761.00710.10966647970.76517543862.10.3120951226000.31209512263.13190193240

    4.333343.081538.20839.27441892858.2253352540.37300896390.2790.0701.07710.80961384810.69994736842.20.3120951226000.31209512263.13190193240

    4.583344.106839.45769.49514155258.49427973290.2207226240.2690.0671.14411.48433420740.67472035932.30.3120951226000.31209512263.13190193240

    4.833346.022940.27529.90763216018.67028950310.41249060750.2870.0721.21612.20435175130.72001754392.40.3120951226000.31209512263.13190193240

    5.083346.932941.375610.10353344548.90717936510.19590128540.2720.0681.28412.88673771620.68238596492.50.33810304950.26007926890.02600792690.33810304953.39289376010.2609918277

    5.333348.35642.579110.40989291719.16626419690.30635947160.2590.0651.34913.53672246960.64998475342.60.36411097640.26007926890.02600792690.36411097643.65388558780.2609918277

    5.583350.197543.657210.80632392479.3983534010.39643100770.2740.0691.41714.22412597840.68740350882.70.39011890330.26007926890.02600792690.39011890333.91487741550.2609918277

    5.833351.527545.306411.09264118799.75338680740.28631726320.2590.0651.48214.87389790820.64977192982.80.41612683020.26007926890.02600792690.41612683024.17586924310.2609918277

    6.083352.899846.757711.388064631810.06581706610.29542344380.2640.0661.54815.53621369770.66231578952.90.44213475710.26007926890.02600792690.44213475714.43686107080.2609918277

    6.333354.624447.593511.759329858910.2457448620.37126522720.2770.0691.61716.23114352230.694929824630.46814268390.26007926890.02600792690.46814268394.69785289850.2609918277

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    6.833357.575650.455912.394652796710.86195127870.34846748420.2640.0661.74717.53570492580.66231578953.20.52015853770.26007926890.02600792690.52015853775.21983655390.2609918277

    7.083358.2851.414412.546293308111.06829345680.15164051140.2590.0651.81218.18547685560.64977192983.30.54616646460.26007926890.02600792690.54616646465.48082838160.2609918277

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    8.416765.294858.205114.056412359212.53016912540.30265672210.1620.0542.11021.17385497430.54200311583.80.6762060990.26007926890.02600792690.6762060996.78578752010.2609918277

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    10.416775.5725105.47716.268955920122.70668118150.37802489790.0860.0292.31723.25444275670.28773004914.40.83225366030.26007926890.02600792690.83225366038.35173848630.2609918277

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    12.083383.2499105.619717.921716940122.73740108640.28496102350.0080.0032.37023.77958491810.02675755794.90.96229329480.26007926890.02600792690.96229329489.65669762480.2609918277

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    5.61.1443487830.26007926890.02600792691.14434878311.48364041870.2609918277

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    5.81.19636463670.26007926890.02600792691.196364636712.0056240740.2609918277

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    6.41.35241219810.26007926890.02600792691.352412198113.57157504020.2609918277

    6.51.3784201250.26007926890.02600792691.37842012513.83256686790.2609918277

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    6.91.48204610740.25602201770.02560220181.482046107414.87246269160.2569203406

    71.50721688530.25170777910.02517077791.507216885315.12505365580.2525909642

    7.11.53195990520.24743019960.024743021.531959905215.37335203160.2482983758

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    7.41.60365907670.23481741690.02348174171.603659076716.0928595070.2356413377

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    7.61.64938694330.22659219130.02265921911.649386943316.55174265930.2273872516

    7.71.67164040010.22253456740.02225345671.671640400116.77505804970.2233153904

    7.81.69349176030.21851360270.02185136031.693491760316.99433836670.2192803171

    7.91.714944690.21452929720.02145292971.7149446917.20962039830.2152820316

    81.73600285510.2105816510.02105816511.736002855117.42094093230.211320534

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    8.71.87266453920.18397458650.01839745861.872664539218.79235291920.1846201114

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    91.92567895550.17312144750.01731214481.925678955519.32435723720.1737288912

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    9.21.95924359250.16606931770.01660693181.959243592519.66118131450.1666520171

    9.31.97550341670.16259824170.01625982421.975503416719.82435007640.1631687619

    9.41.99141979920.1591638250.01591638251.991419799219.98407237090.1597222945

    9.52.00699640590.15576606740.01557660672.006996405920.1403849860.1563126151

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    9.72.03714495590.14908053010.0149080532.037144955920.44292832920.1496036197

    9.82.05172423090.14579275040.0145792752.051724230920.5892326330.1463043039

    9.92.06597839390.14254162980.0142541632.065978393920.73227440890.1430417759

    102.07991111070.13932716850.01393271692.079911110720.87209044470.1398160358

    10.12.09352604740.13614936650.01361493662.093526047421.00871752820.1366270835

    10.22.10682686980.13300822370.01330082242.106826869821.14219244740.1334749192

    10.32.11981724380.12990374010.0129903742.119817243821.27255199010.1303595427

    10.42.13250083530.12683591580.01268359162.132500835321.39983294420.1272809541

    10.52.14488131040.12380475070.01238047512.144881310421.52407209750.1242391534

    10.62.15696233490.12081024490.01208102452.156962334921.6453062380.1212341405

    10.72.16874757470.11785239830.01178523982.168747574721.76357215350.1182659155

    10.82.18024069580.1149312110.01149312112.180240695821.87890663190.1153344784

    10.92.19144536410.11204668290.01120466832.191445364121.99134646110.1124398291

    112.20236524550.1091988140.01091988142.202365245522.10092842880.1095819678

    11.12.2130040060.10638760440.01063876042.21300400622.20768932310.1067608943

    11.22.22336531140.10361305410.01036130542.223365311422.31166593180.1039766087

    11.32.23345282770.1008751630.01008751632.233452827722.41289504270.1012291109

    11.42.24327022080.09817393110.00981739312.243270220822.51141344380.0985184011

    11.52.25282115660.09550935850.00955093592.252821156622.60725792290.0958444791

    11.62.26210930120.09288144510.00928814452.262109301222.70046526780.0932073449

    11.72.27113832030.0902901910.00902901912.271138320322.79107226650.0906069987

    11.82.27991187990.08773559610.00877355962.279911879922.87911570680.0880434403

    11.92.28843364590.08521766050.0085217662.288433645922.96463237660.0855166698

    122.2884336459002.288433645922.96463237660

    12.12.2884336459002.288433645922.96463237660

    12.22.2884336459002.288433645922.96463237660

    12.32.2884336459002.288433645922.96463237660

    12.42.2884336459002.288433645922.96463237660

    12.52.2884336459002.288433645922.96463237660

    empirical average rate

    theoretical

    Time (hours)

    Release Rate mg/hr

    average empirical

    Theoretical

    Time (hours)

    mgs Chlorpheniramine Maleate

  • 20

    Application Example: Anti-Counterfeit Features

    Place designed markers within dosage forms

    Control location, amount, and shape of the marker

    Use invisible markers increase the level of difficulty

    for counterfeiting

    Fluorescein feature width: 225µm

    5.05 mm

    scan across digital image

    x

    output: distributioncollapse and average

    pixel count over position

    X - position

    gree

    n pi

    xel n

    umbe

    r

    scan across digital image

    x xx

    output: distributioncollapse and average

    pixel count over position

    X - position

    gree

    n pi

    xel n

    umbe

    r

    X - position

    gree

    n pi

    xel n

    umbe

    r

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 21

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 22

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 23

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 24

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 25

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 26

    Pharmaceutical Solutions Provided by 3DP Technology

    Solution Provided by 3DP Problem Being Addressed

    Rapidly dispersing tablets containing dose loads up to 1000mg (ZipDose®) address patient swallowing difficulties

    Dose ceiling is a major limitation of commercially available fast melt manufacturing technologies

    Drug particles and particle coatings are better protected in a compression free manufacturing process like 3DP

    Compression forces used in conventional tableting processes can disrupt drug particles and particle coatings

    Control over print image and fluid deposition enablestargeted drug delivery with the optimal dispersion time

    Conventional manufacturing technologies lack flexibility to control tablet hardness, disintegration time, size & shape

    Rapid dispersion of high drug loads and the ability to print drug-loaded solutions means more room to deliver multiple actives in the same dosage form

    Large tablets that do not disintegrate rapidly in the mouth are difficult to swallow and pose design space limitations when using

    Amenable to multiple taste masking strategies Less limitations on design space; no compression forces

    Rapid adjustment of formulated dose through layered production technique Difficulty in rapidly changing doses in adaptive trials

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 3D printing is another approach to advanced manufacturing. These methods are capable of manufacturing pre-determined 3D geometric

    structures of solid drug products in various shapes, strengths and distributions of active and inactive ingredients. This approach provides a unique opportunity to produce medicines that are tailored for individual needs of patients. - Scott Gottlieb, FDA Commissioner (blog of July 13,

    2018) 3D printing of drug products could offer several advantages for pharmaceutical applications. For example, it has the potential to produce unique dosage forms with characteristics that cannot be

    achieved in conventional dosage forms, such as instantaneous disintegration of an active ingredient, and other complex drug release profiles. To date, one FDA-approved drug—Spritam®--is

    manufactured using 3D printing technology. Spritam® tablets, for the treatment of epilepsy, are designed so that a large dose of active

    ingredient (1000 mg of levetiracetam) disintegrates within seconds after taking a sip of water. - Ahmed Zidan, FDA Spotlight on

    Science

    Emerging technologies such as 3D printing can be an enabler of personalized medicine by promoting agile manufacturing, an approach to production that is focused on meeting the needs of a specific patient

    while controlling manufacturing efficiency. 3D printing technologies have the potential for producing final dosage forms that allow patients to

    be given a personalized regime, which could include multiple active ingredients, either as a single blend or potentially as layers in a multi-layer printed tablet, based on their treatment needs. - Kristofer Baumgartner,

    CDER Spokesperson in PharmaTech.com (August 2, 2016)

    Delivering the Next Generation of Medicine Today

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 28CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    Examples of Unmet Needs

    Accelerating drug development cycle (e.g. adaptive clinical trials)

    Solving the “last mile” issue

    Optimized dose and release profiles

    Personalized medicine and reducing pill burden

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

    Design

    Make

    Test

    Analyze

  • 29

    Adaptive Clinical Trials

    Definition: “A study that includes a prospectively planned opportunity for modification of one or more specified aspects of the study design and hypotheses based on analysis of date (usually interim data) from subjects in the study” – FDA

    Example: First in Human (FIH) Dose Ranging Study (estimate dose 0.5 to 100mg)

    Traditional design: Dose ten subjects at each dosing level in a progressive manner. May be planned for 5-10 or more dose levels

    Adaptive Design:– Two to five subjects receive 0.5mg dose and blood samples taken. Drug concentrations

    measured overnight.– Based on results of these five, next dose is determined and process is repeated until desired

    concentrations achieved.

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 30

    How Could 3DP of Pharmaceuticals Aid an Adaptive Clinical Trial?

    Benefits:

    Dosage strength could be printed on-site, as needed.

    No need for large scale, manufacturing of all possible doses.

    Just enough tablets for each step of trial could be produced.

    Less worry about tablet stability.

    Reduced cost and time.

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 31CONFIDENTIAL © 2018, Aprecia Pharmaceuticals, LLC. All rights reserved.

    What if Pharmaceuticals Could be “Printed” at the Point of Sale?

    Would obviate the need for large production facilities

    Could use clinical data from individual patients–Electronic monitoring of patient parameters

    • E.g., blood pressure, heart rate, glucose, weight, compliance, etc.

    • Patient privacy issues?

    Would allow for personalized doses for each individual patient

  • 32

    Potential Role of 3DP in Precision Medicine

    Dosage forms containing patient-specific amounts of active ingredient manufactured either from a regional location or at the point of care.– Theoretically could adjust dose as often as every dose– Could allow for “near real-time” dosage adjustments– Could simplify dosage titration

    Creation of combo medications with patient-specific doses of each drug.– Expands possibilities beyond traditional fixed dose combinations– Potential for release of different active ingredients at different times or in different parts of GI tract

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 33

    The “Multi-Pill”

    JAMA 2018;320:566-579.

    Could this be a precursor to a customized “one-tablet” regimen?

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • 34

    Summary

    Powder liquid 3DP offers unique advantages and opportunities for the pharmaceutical industry, as recognized by FDA and other industry leaders.

    3DP for pharma offers formulation advantages over traditional methods, opening doors for oral drug delivery in ways otherwise unachievable.

    3DP offers flexibility and efficiency in early stage development work from animal studies to clinical trials

    3DP can help address unmet patient needs and transform how medicines are delivered

    Because of the customization possible with 3D printing of pharmaceuticals, it may provide a platform for precision medicine

    © 2019 – Aprecia Pharmaceuticals, LLC All Rights Reserved

  • Questions

    Kimberly Bone, PharmDVP Medical and Clinical Affairs

    Aprecia [email protected]

  • 36

    Thank You!

    Slide Number 1OverviewAprecia FactsAprecia MilestonesSlide Number 5Example Device Demonstrating Various FeaturesSlide Number 7 Aprecia’s 3DP Technology Platform Slide Number 9Introducing ZipDose® TechnologySlide Number 11Components Necessary for 3DP Pharmaceutical ManufacturingSlide Number 13Key Considerations for Applying 3DP to PharmaceuticalsApplication Example: Rapidly Dispersing Dosage FormsApplication Example: Rapidly Dispersing Dosage Forms, ZipDose® TechnologyApplication Example: Highly Accurate Low Dose ProductsApplication Example: Zero-Order Release ProfileApplication Example: Complex Release ProfileApplication Example: Anti-Counterfeit FeaturesPharmaceutical Solutions Provided by 3DP TechnologyPharmaceutical Solutions Provided by 3DP TechnologyPharmaceutical Solutions Provided by 3DP TechnologyPharmaceutical Solutions Provided by 3DP TechnologyPharmaceutical Solutions Provided by 3DP TechnologyPharmaceutical Solutions Provided by 3DP TechnologyDelivering the Next Generation of Medicine TodaySlide Number 28Adaptive Clinical TrialsHow Could 3DP of Pharmaceuticals Aid an Adaptive Clinical Trial?What if Pharmaceuticals Could be “Printed” at the Point of Sale?Slide Number 32Slide Number 33SummaryQuestionsSlide Number 36