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Kinetics of a SnAr
Reaction
Robert Woodward – DynoChem User Meeting May 2011
Structure of talk



•     Introduction to the chemistry
•     The Iterative Dynochem Cycle
•     Fitting the data
•     Linear Free energy relationships
•     Predictive chemistry
•     Conclusions and summary




                                                                     Simul
                                         Optim.
                                         (test )
2   Robert Woodward | May 2011                     Dynochem User Meeting
The Chemistry



                                                           OH
                                                                          F       CN
                                  F          CN    O
                                                   S
                                                       O   MSP
                                                                              O
                                         F        NMP, xylene
                                                   K2CO3         O
                                      3 eq                           S
                                                    130oC                     SOLID
                                      DFBN                            O

                                                                 Monoaryl Sulfone




               •   First step in a manufacture of a diabetes medication
               •   High temperature reaction
               •   Solid / Liquid system – mass transfer may be important
               •   Large excess of difluoride required

 3   Robert Woodward | May 2011                                                        Dynochem User Meeting
The Problem....

• The sulfone requires high temperatures and long
  heating periods to give significant conversion
• Upon extended heating times other impurities are
  formed
• Impurities difficult to remove in downstream
  processing
  - CQA’s (cf Bernd Schmidt presentation)

• Does the use on another nucleophile mitigate against
  some of these issues?
• Can other chemistry be developed in time to hit required
  timelines?




4   Robert Woodward | May 2011                         Dynochem User Meeting
Experiments

• 2 Substrates
  - Sulfone
  - Sulfide
                                    Sulfone        Sulfide

•   4 Temperatures
•   2 Base stoichiometries
•   2 Substrate concentrations
•   2 Dilutions

• Total of 10 experiments for each substrate

    - 4 data points per experiment
    - Each data point was a separate run
    - Periodic repeats to assess reproducibility

• Experimental runs were carried out with speed of acquisition in mind

    - CEM microwave – automated and rapid reactions
    - Mettler-Toledo Flexiweigh gave fast and accurate automation
    - LCMS for analysis
5   Robert Woodward | May 2011                                      Dynochem User Meeting
The Data                                               90
                                                       80
                                                       70




                             % Monoaryl
                                                       60
                                                       50                                         Monoaryl
                                                       40
                                                       30
                                                       20
                                                       10
                                                        0
                                                             0       500          1000    1500
                                                                           Time (sec)

                                                       0.9
                                                       0.8
                                                       0.7
                                                       0.6
                             %Diaryl



                                                       0.5
                                                       0.4                                        Diaryl
                                                       0.3
                                                       0.2
                                                       0.1
                                                         0
                                                             0       500       1000       1500
                                                                       Time (sec)

                                                       100
                                 % Starting material




                                                        90
                                                        80
                                                        70
                                                        60
                                                        50                                        S.M.
                                                        40
                                                        30
                                                        20
                                                                 0    500          1000    1500
                                                                            Time (sec)
6   Robert Woodward | May 2011                                                                               Dynochem User Meeting
Data
                              The Dynochem Iterative Cycle




                                  Simulate
       Optimise
       (test )




                               The Eyley Wheel
Robert Woodward | May 2011                       Dynochem User Meeting
Kinetic Scheme
                                                                       Keq                            O       O
                                                                                                  H               K
                                 OH                                                               O       O
                                                     +        K2CO3                                   K
                        O                                                    O
                            S                                                    S
                             O                                                    O



                                                                                                  F           CN
                                     O       O
                                                          F       CN   k1
                                 H               K
                                 O       O
                                     K               +                                                O
                        O
                            S                                 F                          O
                             O                                                               S
                                                                                              O



                                                          F       CN                              O           CN
                                     O       O                         k2
                                 H               K                           O
                                 O       O                                       S
                                     K               +        O                      O                O
                        O
                            S                    O                                       O
                             O                       S                                       S
                                                      O                                       O




8   Robert Woodward | May 2011                                                                            Dynochem User Meeting
Kinetic scheme


                                                 Keq
                    Base         +   Phenol            Reagent




                                                 k1
                    Reagent      +   Substrate         Monoaryl   +   Byproduct




                                                 k2
                    Reagent      +   Mono              Diaryl     +   Byproduct




9   Robert Woodward | May 2011                                           Dynochem User Meeting
Assumptions / Risks


• The mass-transfer rate of the solid K2CO3 is fast compared to the reaction
  rate
• This remains the case throughout the reaction
• The heat-up / cool-down period is not taken into account – isothermal
  conditions for the specified heating period is assumed.

• The intermediate complex between the phenol and the is reasonable under
  the reaction conditions (Khalfina et al, Russ. J. Org. Chem., 2005, 41, 7, 978-
  983)
  - n.b. no formal deprotonation is required




10   Robert Woodward | May 2011                                Dynochem User Meeting
Fitted data                                                       60
                                                                                                                          120 C (exp)
                                                                  50
                                                                                                                          120 C (calc)                              F        CN
                                                                  40                                                      125 C (exp)




                                                    % Monoaryl
                Monoaryl                                          30                                                      125 C (calc)
                                                                                                                          130 C (exp)                                   O
                                                                  20
                                                                                                                          130 C (calc)                 O
                                                                  10                                                      135 C (exp)                      S
                                                                      0                                                   135 C (calc)                      O
                                                                          0       500                   1000      1500
                                                                                          Time (sec)

                                                                      1.8                                                120 C (exp)
                                                                      1.6
                                                                      1.4
                                                                                                                         120 C (calc)                               O        CN
                                                                      1.2                                                125 C (exp)           O
                                                           % Diaryl




                                                                          1                                                                        S
                    Diaryl                                            0.8
                                                                                                                         125 C (calc)
                                                                                                                                                       O                O
                                                                      0.6                                                130 C (exp)
                                                                      0.4                                                                                  O
                                                                                                                         130 C (calc)
                                                                      0.2                                                                                      S
                                                                                                                         135 C (exp)                            O
                                                                          0
                                                                              0    500                1000     1500      135 C (calc)

                                                                                         Time (sec)


                                                                                                                         120 C (exp)
                                                          100

                                                                 90                                                      120 C (calc)
                              % Starting material




                                                                                                                                                                        OH
                                                                 80                                                      125 C (exp)
                      S.M.                                       70                                                      125 C (calc)
                                                                                                                                                           O
                                                                                                                                                               S
                                                                 60                                                      130 C (exp)                            O
                                                                 50                                                      130 C (calc)

                                                                 40                                                      135 C (exp)
                                                                          0       500                  1000      1500
                                                                                                                         135 C (calc)
11   Robert Woodward | May 2011                                                          Time (sec)                                      Dynochem User Meeting
Data fitted as a whole
                                       100
                                        90
                                        80
                                        70
                                        60
                                                                                     Differing amounts




                                  %
                                        50
                                        40                                           of base
                                        30
                                        20
                                        10
                                            0
                                                0   500                1000   1500
                                                          Time (sec)

                                      100
                                      90
                                      80
                                      70
                                      60
                                  %




                                      50
                                                                                     Differing dilutions
                                      40
                                      30
                                      20
                                      10
                                       0
                                            0       500                1000   1500
                                                          Time (sec)
12   Robert Woodward | May 2011                                                           Dynochem User Meeting
Results in DMA
                                                         Keq
                            Base      +      Phenol               Reagent
                                                         k1
                            Reagent   +      Substrate            Monoaryl   +       Byproduct
                                                         k2
                            Reagent   +      Mono                 Diaryl     +       Byproduct



                                                          OH                            OH
                                                                             O
                                                 S                           S
                                                                                 O

             Parameter                          Sulfide                      Sulfone
             Keq (mol/L)                  2 × 104                   1 × 105
             k1 (L/mol.s)                 1.6 × 10-4 ± 4 × 10-5     1.2 × 10-5 ± 6 × 10-6
             Ea1 (kJ/mol)                 120 ± 22                  127 ± 20
             k2 (L/mol.s)                 1.4 × 10-5 ± 6 × 10-6     1.4 × 10-6 ± 8 × 10-7
             Ea2 (kJ/mol)                 192 ± 42                  161 ± 26



13   Robert Woodward | May 2011                                                  Dynochem User Meeting
That’s all well and good.....
                                                  F       CN

                                                                                             F         CN
                                      O       O       F
                                  H               K            F               CN
                                  O       O                            -
                                      K
                        O                                                                        O
                                                                   O       F
                            S                                                       O
                             O                                                          S
                                                                                         O

                                                                   SO2Me




        • Mechanism explored – second order with a pre-equilibrium
        • Exploration of Design Space
          - Dynochem tools
        • Reaction optimisation against downstream specification possible
          - Control of impurities
          - Understanding plant time requirements




14   Robert Woodward | May 2011                                                                      Dynochem User Meeting
What about any other nucleophiles?                                                                             OH

                                                  σ (Substituent const.)                        O
                                                                                                    S
                                        0   0.2            0.4             0.6   0.8
                                                                                                    Me
                                   -6

                                   -7

                                   -8

                         Log(k)    -9

                                  -10

                                  -11

                                  -12

                                  -13

                                  -14

                                  -15


                          Parameter                           Sulfoxide (predicted)
                          Keq (mol/L)                         8 × 104
                          k1 (L/mol.s)                        7.0 × 10-4
                          Ea1 (kJ/mol)                        122
                          k2 (L/mol.s)                        2.4 × 10-5
                          Ea2 (kJ/mol)                        182
15   Robert Woodward | May 2011                                                        Dynochem User Meeting
Sulfoxide Predictions
                                      120
                                                                     125 ºC
                                      100
                                                                           Monoaryl
                                      80




                                  %
                                      60

                                      40
                                                                            Starting material
                                      20

                                       0
                                            0   5   10      15        20       25
                                                    Time (min)
                                      120
                                                                     115 ºC
                                      100

                                      80
                                                                   Starting material
                                  %




                                      60

                                      40
                                                                 Monoaryl
                                      20

                                       0
                                            0   5   10      15        20       25
                                                    Time (min)

16   Robert Woodward | May 2011                                                           Dynochem User Meeting
Conclusions


• Predictive model within the bounds of the experimental plan
• Kinetic data so can predict outside of this
  - Reaction space within total knowledge base
• Fit for purpose at C3
  - further experimentation required to de-risk any effect from
    the solid base used (cf. assumptions)

• Predictivity extended to other nucleophiles for the reaction.
  - Risks associated with LFERs

• Delivered specific knowledge base which enabled an
  assessment of reactivity between sulfone and sulfide
• Gave greater confidence in manufacturing parameters
• Strategic work shows the validity of this type of approach and
  facile, rapid generation of data from microwave kinetic
  analysis. (No microwave effect)

17   Robert Woodward | May 2011                                   Dynochem User Meeting
What else could we have done?
                                      100
                                      90
                                      80
                                      70
                                      60




                                  %
                                      50
                                      40
                                      30
                                      20
                                      10
                                       0
                                            0     2.5      5       7.5   10     12.5
                                                           Time (mins)

             Parameter                                    1 Point              Extended Study
             Keq (mol/L)                        1 × 105                       1 × 105
             k1 (L/mol.s)                       1.4 × 10-5 ± 6 × 10-6         1.2 × 10-5 ± 6 × 10-6
             Ea1 (kJ/mol)                       122 ± 28                      127 ± 20
             k2 (L/mol.s)                       2.4 × 10-6 ± 1 × 10-6         1.4 × 10-6 ± 8 × 10-7
             Ea2 (kJ/mol)                       133 ± 29                      161 ± 26

18   Robert Woodward | May 2011                                                        Dynochem User Meeting
Risk versus Effort
                                         0.9
                                         0.8
                                         0.7
                                         0.6
                                         0.5




                                  Risk
                                         0.4
                                         0.3
                                         0.2
                                         0.1
                                          0
                                               0   2   4     6      8   10   12
                                                           Effort




• Profile of Effort / Risk will change with development stage
• Later stage development projects will require less risk
  - Normally starting from a position from lower risk due to what
    is “known” about the chemistry and process




19   Robert Woodward | May 2011                                                   Dynochem User Meeting
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20   Robert Woodward | May 2011                                                                            Dynochem User Meeting

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Kinetics of SnAr Reaction. Rob Woodward.

  • 1. Kinetics of a SnAr Reaction Robert Woodward – DynoChem User Meeting May 2011
  • 2. Structure of talk • Introduction to the chemistry • The Iterative Dynochem Cycle • Fitting the data • Linear Free energy relationships • Predictive chemistry • Conclusions and summary Simul Optim. (test ) 2 Robert Woodward | May 2011 Dynochem User Meeting
  • 3. The Chemistry OH F CN F CN O S O MSP O F NMP, xylene K2CO3 O 3 eq S 130oC SOLID DFBN O Monoaryl Sulfone • First step in a manufacture of a diabetes medication • High temperature reaction • Solid / Liquid system – mass transfer may be important • Large excess of difluoride required 3 Robert Woodward | May 2011 Dynochem User Meeting
  • 4. The Problem.... • The sulfone requires high temperatures and long heating periods to give significant conversion • Upon extended heating times other impurities are formed • Impurities difficult to remove in downstream processing - CQA’s (cf Bernd Schmidt presentation) • Does the use on another nucleophile mitigate against some of these issues? • Can other chemistry be developed in time to hit required timelines? 4 Robert Woodward | May 2011 Dynochem User Meeting
  • 5. Experiments • 2 Substrates - Sulfone - Sulfide Sulfone Sulfide • 4 Temperatures • 2 Base stoichiometries • 2 Substrate concentrations • 2 Dilutions • Total of 10 experiments for each substrate - 4 data points per experiment - Each data point was a separate run - Periodic repeats to assess reproducibility • Experimental runs were carried out with speed of acquisition in mind - CEM microwave – automated and rapid reactions - Mettler-Toledo Flexiweigh gave fast and accurate automation - LCMS for analysis 5 Robert Woodward | May 2011 Dynochem User Meeting
  • 6. The Data 90 80 70 % Monoaryl 60 50 Monoaryl 40 30 20 10 0 0 500 1000 1500 Time (sec) 0.9 0.8 0.7 0.6 %Diaryl 0.5 0.4 Diaryl 0.3 0.2 0.1 0 0 500 1000 1500 Time (sec) 100 % Starting material 90 80 70 60 50 S.M. 40 30 20 0 500 1000 1500 Time (sec) 6 Robert Woodward | May 2011 Dynochem User Meeting
  • 7. Data The Dynochem Iterative Cycle Simulate Optimise (test ) The Eyley Wheel Robert Woodward | May 2011 Dynochem User Meeting
  • 8. Kinetic Scheme Keq O O H K OH O O + K2CO3 K O O S S O O F CN O O F CN k1 H K O O K + O O S F O O S O F CN O CN O O k2 H K O O O S K + O O O O S O O O S S O O 8 Robert Woodward | May 2011 Dynochem User Meeting
  • 9. Kinetic scheme Keq Base + Phenol Reagent k1 Reagent + Substrate Monoaryl + Byproduct k2 Reagent + Mono Diaryl + Byproduct 9 Robert Woodward | May 2011 Dynochem User Meeting
  • 10. Assumptions / Risks • The mass-transfer rate of the solid K2CO3 is fast compared to the reaction rate • This remains the case throughout the reaction • The heat-up / cool-down period is not taken into account – isothermal conditions for the specified heating period is assumed. • The intermediate complex between the phenol and the is reasonable under the reaction conditions (Khalfina et al, Russ. J. Org. Chem., 2005, 41, 7, 978- 983) - n.b. no formal deprotonation is required 10 Robert Woodward | May 2011 Dynochem User Meeting
  • 11. Fitted data 60 120 C (exp) 50 120 C (calc) F CN 40 125 C (exp) % Monoaryl Monoaryl 30 125 C (calc) 130 C (exp) O 20 130 C (calc) O 10 135 C (exp) S 0 135 C (calc) O 0 500 1000 1500 Time (sec) 1.8 120 C (exp) 1.6 1.4 120 C (calc) O CN 1.2 125 C (exp) O % Diaryl 1 S Diaryl 0.8 125 C (calc) O O 0.6 130 C (exp) 0.4 O 130 C (calc) 0.2 S 135 C (exp) O 0 0 500 1000 1500 135 C (calc) Time (sec) 120 C (exp) 100 90 120 C (calc) % Starting material OH 80 125 C (exp) S.M. 70 125 C (calc) O S 60 130 C (exp) O 50 130 C (calc) 40 135 C (exp) 0 500 1000 1500 135 C (calc) 11 Robert Woodward | May 2011 Time (sec) Dynochem User Meeting
  • 12. Data fitted as a whole 100 90 80 70 60 Differing amounts % 50 40 of base 30 20 10 0 0 500 1000 1500 Time (sec) 100 90 80 70 60 % 50 Differing dilutions 40 30 20 10 0 0 500 1000 1500 Time (sec) 12 Robert Woodward | May 2011 Dynochem User Meeting
  • 13. Results in DMA Keq Base + Phenol Reagent k1 Reagent + Substrate Monoaryl + Byproduct k2 Reagent + Mono Diaryl + Byproduct OH OH O S S O Parameter Sulfide Sulfone Keq (mol/L) 2 × 104 1 × 105 k1 (L/mol.s) 1.6 × 10-4 ± 4 × 10-5 1.2 × 10-5 ± 6 × 10-6 Ea1 (kJ/mol) 120 ± 22 127 ± 20 k2 (L/mol.s) 1.4 × 10-5 ± 6 × 10-6 1.4 × 10-6 ± 8 × 10-7 Ea2 (kJ/mol) 192 ± 42 161 ± 26 13 Robert Woodward | May 2011 Dynochem User Meeting
  • 14. That’s all well and good..... F CN F CN O O F H K F CN O O - K O O O F S O O S O SO2Me • Mechanism explored – second order with a pre-equilibrium • Exploration of Design Space - Dynochem tools • Reaction optimisation against downstream specification possible - Control of impurities - Understanding plant time requirements 14 Robert Woodward | May 2011 Dynochem User Meeting
  • 15. What about any other nucleophiles? OH σ (Substituent const.) O S 0 0.2 0.4 0.6 0.8 Me -6 -7 -8 Log(k) -9 -10 -11 -12 -13 -14 -15 Parameter Sulfoxide (predicted) Keq (mol/L) 8 × 104 k1 (L/mol.s) 7.0 × 10-4 Ea1 (kJ/mol) 122 k2 (L/mol.s) 2.4 × 10-5 Ea2 (kJ/mol) 182 15 Robert Woodward | May 2011 Dynochem User Meeting
  • 16. Sulfoxide Predictions 120 125 ºC 100 Monoaryl 80 % 60 40 Starting material 20 0 0 5 10 15 20 25 Time (min) 120 115 ºC 100 80 Starting material % 60 40 Monoaryl 20 0 0 5 10 15 20 25 Time (min) 16 Robert Woodward | May 2011 Dynochem User Meeting
  • 17. Conclusions • Predictive model within the bounds of the experimental plan • Kinetic data so can predict outside of this - Reaction space within total knowledge base • Fit for purpose at C3 - further experimentation required to de-risk any effect from the solid base used (cf. assumptions) • Predictivity extended to other nucleophiles for the reaction. - Risks associated with LFERs • Delivered specific knowledge base which enabled an assessment of reactivity between sulfone and sulfide • Gave greater confidence in manufacturing parameters • Strategic work shows the validity of this type of approach and facile, rapid generation of data from microwave kinetic analysis. (No microwave effect) 17 Robert Woodward | May 2011 Dynochem User Meeting
  • 18. What else could we have done? 100 90 80 70 60 % 50 40 30 20 10 0 0 2.5 5 7.5 10 12.5 Time (mins) Parameter 1 Point Extended Study Keq (mol/L) 1 × 105 1 × 105 k1 (L/mol.s) 1.4 × 10-5 ± 6 × 10-6 1.2 × 10-5 ± 6 × 10-6 Ea1 (kJ/mol) 122 ± 28 127 ± 20 k2 (L/mol.s) 2.4 × 10-6 ± 1 × 10-6 1.4 × 10-6 ± 8 × 10-7 Ea2 (kJ/mol) 133 ± 29 161 ± 26 18 Robert Woodward | May 2011 Dynochem User Meeting
  • 19. Risk versus Effort 0.9 0.8 0.7 0.6 0.5 Risk 0.4 0.3 0.2 0.1 0 0 2 4 6 8 10 12 Effort • Profile of Effort / Risk will change with development stage • Later stage development projects will require less risk - Normally starting from a position from lower risk due to what is “known” about the chemistry and process 19 Robert Woodward | May 2011 Dynochem User Meeting
  • 20. Confidentiality Notice This file is private and may contain confidential and proprietary information. If you have received this file in error, please notify us and remove it from your system and note that you must not copy, distribute or take any action in reliance on it. Any unauthorized use or disclosure of the contents of this file is not permitted and may be unlawful. AstraZeneca PLC, 2 Kingdom Street, London, W2 6BD, UK, T: +44(0)20 7604 8000, F: +44 (0)20 7604 8151, www.astrazeneca.com 20 Robert Woodward | May 2011 Dynochem User Meeting