Validation of Migration Modelling - European Commission · (migration test) Time/Temp (migration...

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Validation of Migration Modelling

Transcript of Validation of Migration Modelling - European Commission · (migration test) Time/Temp (migration...

  • Validation of

    Migration Modelling

  • ► EU-Project SMT-CT98-7513

    ► EU Project

    "Certified Reference Materials"

    Content

  • ► EU-Project SMT-CT98-7513

  • Estimation of Diffusion Coefficients

    EU-Projekt

    Evaluation of migration

    models to be used

    under directive

    90/128/EEC

    Partner No Name Institute Country

    1 Piringer FABES DE Coordinator

    2 Vergnaud Uni St. Etienne FR

    3 Feigenbaum INRA FR

    4 Castle MAFF UK

    5 Rijk TNO NL

    6 O’Brien PIRA UK

    7 Franz FHG-ILV DE

    8 Hamelton APME BE

    9 Chaminade EuPC BE

    10 Hadjiyianni BIT-FCA BE

    11 Rebre ATOFINA FR

    12 Brands/Lickly DOW Chemicals CH/USA

    13 Schönhausen CIBA CH

    14 Hinrichs COGNIS DE

    15 Milana ISS I

    16 Söderhjelm KCL SF

    17 Begley FDA USA

    Contract SMT4-CT98-7513

  • Scientific work

    ● systematic collection of diffusion data

    - scientific literature

    - food contact petitions (EFSA, FDA, BfR)

    ● experimental investigation of diffusion properties

    - Pira International

    ● comparison between theory and experiment

  • RT

    EA

    eDD

    0DP

    Influence of:

    polymeric material

    (mobility)

    migrant (size)

    temperature

    Estimation of diffusion coefficients (LDPE, RT)

  • -14

    -13

    -12

    -11

    -10

    -9

    -8

    -7

    -6

    0 20 40 60 80 100 120

    Mr2/3

    log

    DP

    1

    23

    AP‘=11,5 , =0

    Estimation of diffusion coefficients (LDPE, RT)

  • PE

    -10,5

    -10

    -9,5

    -9

    -8,5

    -8

    -7,5

    -7

    150 200 250 300 350 400 450

    Mr

    log

    Dp

    log Dp ex LDPE

    log Dp calc

    AP‘=11,5, =0

    Estimation of diffusion coefficients (LDPE, 40°C)

  • PP

    -10,5

    -10

    -9,5

    -9

    -8,5

    -8

    -7,5

    -7

    150 200 250 300 350 400 450

    Mr

    log

    Dp

    log Dp ex PP

    log Dp calc

    AP‘=13,1, =1577

    Estimation of diffusion coefficients (PP, RT)

  • DP - Diffusion coefficient (D0 = 104 cm²/s)

    AP= AP‘-/T - material specific constant

    ( - material specific temperature constant)

    Mr - relative molar mass of migrant in Dalton

    T - temperature in K

    EA - reference activation energy

    (= R·10454 = 86,9 kJ, R = 8,314 J/K·mol)

    TR

    RMMADD rrPP

    10454003.01351.0exp

    3/2

    0

    Diffusion modelling

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    AP'-valueno. values: 134

    mean value AP‘ = 11,29

    standard deviation = 1,76

    confidence interval (95%) = 7,85 - 14,74 ( = MW ± 1,96*STABW)

    AP‘* = 14,5

    Upper limit AP*-values

  • real diffusions coefficient: DP AP

    „upper limit“ diffusion coefficient : DP* AP*

    - an „upper limit“ diffusions coefficient DP* gives a „worst

    case“ migration estimation

    Legal requirements for AP-values

  • Polymer AP´ T [°C] cP,0 [%]

    LDPE 11.5 0 < 80 < 1

    LLDPE 11.5 0 < 100 < 1

    HDPE 14.5 1577 < 90 < 1

    PP(homo) 13.1 1557 < 120 < 1

    PP(random) 13.1 1557 < 120 < 1

    PP(rubber) 11.5 0 < 100 < 1

    FOOD CONTACT MATERIALS

    PRACTICAL GUIDE

    “A PRACTICAL GUIDE FOR USERS OF EUROPEAN DIRECTIVES ”

    Upper limit AP*-values (polyolefines)

  • Polymer AP´ T [°C] cP,0 [%]

    PS 0 0 < 70 < 1

    HIPS 1 0 < 70 < 1

    PET 6 1577 < 175 < 1

    PEN 5 1557 < 175 < 1

    PA 6,6 2 0 < 100 < 1

    FOOD CONTACT MATERIALS

    PRACTICAL GUIDE

    “A PRACTICAL GUIDE FOR USERS OF EUROPEAN DIRECTIVES ”

    Upper limit AP*-values (non-polyolefines)

  • Table 6 Statistical validation of AP’-values for migration modelling under ’worst case’

    conditions

    Polymer

    AP’

    s

    AP’(max)

    AP’(min)

    N

    t

    AP’*

    LDPE 10.0 1.0 11 7.0 27 1.7 11.7 0

    HDPE 10.0 1.9 12.6 5.0 49 1.68 13.2 1577

    PP 9.4 1.8 12.9 6.2 53 1.68 12.4 1577

    PET 2.2 2.5 7.2 -4.3 58 1.67 6.35 1577

    PEN -0.34 2.4 3.8 -5.5 38 1.7 3.7 1577

    PS -2.8 1.25 0.0 -6.5 32 1.7 -0.7 0

    HIPS -2.7 1.67 0 -6.2 33 1.7 0.1 0

    PA (6,6) -1.54 2.0 2.3 -7.7 31 1.7 1.9 0

    Other Polymers (EU-Project Migration Modeling)

    AP= AP'-/T Food Additives and Contaminants, 2005; 22(1): 73–90

  • Diffusion properties of different

    polymers can be compared

    based on their AP-value,

    i.e. mobility of the polymer

    ► high AP-values account for high

    mobility of the polymer (flexible

    polymers) and high diffusion

    coefficients respectively

    ► low AP-values account for low

    mobility of the polymer (rigid

    polymers) and low diffusion

    coefficients respectively

    Migration process (Mass transfer)

  • DP AP[cm²/s]

    gases ~ 10-1

    liquids ~ 10-5 20

    viscous liquids ~ 10-6 18

    soft PVC ~ 10-7 16

    Polymere T > TgLDPE ~ 10-9 11

    HDPE ~ 10-10 9

    PP ~ 10-11 7

    Polymere T < TgPA ~ 10-13 2

    PS ~ 10-14 0

    PET ~ 10-15 -2

    rigid PVC ~ 10-16 -4(Tg - glas temperature)

    Diffusion coefficients (at T=20°C, Mr=300 g/mol)

  • ► EU Project "Certified

    Reference Materials"

  • PARTNERS :

    Fraunhofer Gesellschaft D (IVV)

    Pira International UK (PIRA)

    MAFF-CSL UK (CSL)

    FABES Forschungs-GmbH D (FABES)

    BIT-FCA B/EU (FCA)

    Certified Reference Materials for the specific migration testing

    of plastics for food packaging

    PROJECT G6RD-CT-2000-00411

  • List of candidate materials

    No Polymer PM/REF

    No

    Additive/Monomer/Test Substance Brand name e.g. SML

    (mg/kg)

    proposed

    level %

    MW Proposed

    film/plaque

    thickness

    (range µm)

    thickness

    of

    materials

    (µm)

    Form Production

    mode

    Commercial

    availability/

    possiblity of

    production

    T max

    °C

    Simulant

    (migration

    test)

    Time/Temp

    (migration

    test)

    1 LDPE 68320 Benzenepropanoic acid 3,5-bis(1,1-

    dimethylethyl)-4-hydroxy- octadecyl ester

    Irganox 1076 6 0,15 531 300-500 300 Film flat film Ind., tailor

    made

  • Polymer matrix : HDPE

    HDPE

    type 1: = 0,948

    d = 1043 µm

    migrants: Irganox 1076 (antioxidant)

    Irgafos 168 (antioxidant)

    type 2: = 0,933

    d = 356 µm

    migrants: Chimassorb 81 (UV-absorber)

    Uvitex OB (optical brightener)

  • O OH

    O

    CH3

    CH3

    CH3

    CH3

    N

    O N

    O

    S

    CH3

    CH3

    CH3

    P

    O

    O

    O

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3CH3

    CH3

    CH3 CH3

    CH3

    Structure of migrants

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    OOCH3

    OH

    Uvitex

    OB

    Irgafos 168

    Irganox 1076

    Chimassorb

    81

  • Experimental considerations

    migration cell (one sided)

    area, A = 48 cm²

    volume, V = 10 ml

  • Migration of Irganox 1076 into ethanol 95%

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    0 2 4 6 8 10 12

    time [days]

    co

    ncen

    trati

    on

    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    60°C (exp.A)

    60°C (exp.B)

    80°C (exp.A)

    80°C (exp.B)

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    OOCH3

    OH

  • Migration of Irgafos 168 into ethanol 95%

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    800

    0 2 4 6 8 10 12

    time [days]

    co

    ncen

    trati

    on

    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    60°C (exp.A)

    60°C (exp.B)

    80°C (exp.A)

    80°C (exp.B)

    P

    O

    O

    O

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3CH3

    CH3

    CH3 CH3

    CH3

  • Migration of Chimassorb 81 into ethanol 95%

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    0 2 4 6 8 10 12

    time [days]

    co

    ncen

    trati

    on

    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    60°C (exp.A)

    60°C (exp.B)

    80°C (exp.A)

    80°C (exp.B)

    O OH

    O

    CH3

  • Migration of Uvitex OB into ethanol 95%

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    0 2 4 6 8 10 12

    time [days]

    co

    ncen

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    on

    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    60°C (exp.A)

    60°C (exp.B)

    80°C (exp.A)

    80°C (exp.B)

    CH3

    CH3

    CH3

    N

    O N

    O

    S

    CH3

    CH3

    CH3

  • - the migration process follows the laws

    of diffusion

    - the liquid is a well mixed

    - data set: dP [µm]

    P [g/cm³]

    VF [cm³]

    F [g/cm³]

    A [g/cm³]

    t [days]

    T [°C]food

    simulant

    Migrant

    HDPE

    DP

    KP,FMigration

    experiment

    Migration modelling

  • Fundamental physical constants

    Fitting procedure by variation of the diffusion

    coefficient, DP and the partition coefficient, KP,F

    12

    2

    220,

    ,exp

    1

    121

    1 n P

    nP

    n

    PPP

    tL

    d

    qtD

    qdc

    A

    m

    LP

    PL

    K

    VV

    ,

    /

  • 0

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    time [days]

    co

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    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    40°C (calc.)

    60°C (exp.A)

    60°C (exp.B)

    60°C (calc.)

    80°C (exp.A)

    80°C (exp.B)

    80°C (calc.)

    Modelling of Irganox 1076 migration

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    OOCH3

    OHcP,0 = 850 ppm (8404 µg/dm²)

  • Modelling of Irgafos 168 migration

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    time [days]

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    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    40°C (calc.)

    60°C (exp.A)

    60°C (exp.B)

    60°C (calc.)

    80°C (exp.A)

    80°C (exp.B)

    80°C (calc.)

    P

    O

    O

    O

    CH3

    CH3

    CH3CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3

    CH3CH3

    CH3

    CH3 CH3

    CH3

    cP,0 = 517 ppm (5112 µg/dm²)

  • Modelling of Chimassorb 81 migration

    0

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    0 2 4 6 8 10 12

    time [days]

    co

    ncen

    trati

    on

    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    40°C (calc.)

    60°C (exp.A)

    60°C (exp.B)

    60°C (calc.)

    80°C (exp.A)

    80°C (exp.B)

    80°C (calc.)

    O OH

    O

    CH3

    cP,0 = 935 ppm (3106 µg/dm²)

  • Modelling of Uvitex OB migration

    0

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    0 2 4 6 8 10 12

    time [days]

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    [µg

    /dm

    ²]

    40°C (exp.A)

    40°C (exp.B)

    40°C (calc.)

    60°C (exp.A)

    60°C (exp.B)

    60°C (calc.)

    80°C (exp.A)

    80°C (exp.B)

    80°C (calc.)

    CH3

    CH3

    CH3

    N

    O N

    O

    S

    CH3

    CH3

    CH3

    cP,0 = 471 ppm (1564 µg/dm²)

  • Migrant

    40°C 60°C 80°C 40°C 60°C 80°C

    Irganox 1076 3,9E-11 4,3E-10 3,3E-09 15,0 3,0 0,1

    Irgafos 168 2,1E-12 7,2E-11 4,5E-10 80,0 50,0 3,0

    Chmiassorb 81 5,0E-10 2,7E-09 1,9E-08 0,1 0,1 0,1

    Uvitex OB 4,5E-11 4,5E-10 4,7E-09 1,0 1,0 0,1

    Diff.coef Part.coeff

    Fundamental physical constants

    Fitting procedure by variation of the diffusion coefficient, DPand the partition coefficient, KP,F gives for the best fit:

  • DP - Diffusion coefficient (D0 = 104 cm²/s)

    AP= AP‘-/T - material specific constant

    ( - material specific temperature constant)

    Mr - relative molar mass of migrant in Dalton

    T - temperature in K

    EA - reference activation energy

    (= R·10454 = 86,9 kJ, R = 8,314 J/K·mol)

    TR

    RMMADD rrPP

    10454003.01351.0exp

    3/2

    0

    Diffusion modelling

  • Migrant

    40°C 60°C 80°C 40°C 60°C 80°C

    Irganox 1076 12,5 12,6 12,6 1577 1577 1577

    Irgafos 168 10,5 11,7 11,5 1577 1577 1577

    Chmiassorb 81 13,2 12,6 12,5 1577 1577 1577

    Uvitex OB 11,8 11,8 12,1 1577 1577 1577

    Ap'

    Polymer specific constant, AP'

    AP’

    mean value 12,1 1577

    standard deviation 0,7 0

    upper limit values *) 13,5 1577

    The influence of the migrant structure on the diffusion

    coefficient is within the standard deviation of ± 10%.

  • 0

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    4 5 6 7 8 9 10 11 12 13 14 15 16

    AP'-value

    no. values: 134

    mean value AP‘ = 11,29

    standard deviation = 1,76

    confidence interval (95%) = 7,85 - 14,74

    ( = MW ± 1,96*STABW)

    AP‘* = 14,5

    Upper limit AP-values