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Force Fields for MD simulations
• Topology/parameter files
• Where do the numbers an MD code uses
  come from?
• How to make topology files for ligands,
  cofactors, special amino acids, …
• How to obtain/develop missing
  parameters.
Classical Molecular Dynamics




                                               12             6
                                    &, R      )    , Rmin,ij ) #
          1 qi q j    U (r ) = . ij $* min,ij ' - 2*         ' !
U (r ) =                            $* rij '       * r ' !
         4!" 0 rij                  %+        (    + ij ( "
Coulomb interaction   van der Waals interaction
Classical Molecular Dynamics




Bond definitions, atom types, atom names, parameters, ….
Energy Terms Described in
 the CHARMm Force Field
     Bond        Angle




    Dihedral     Improper
The Potential Energy Function




Ubond = oscillations about the equilibrium bond length
Uangle = oscillations of 3 atoms about an equilibrium bond angle
Udihedral = torsional rotation of 4 atoms about a central bond
Unonbond = non-bonded energy terms (electrostatics and Lenard-Jones)
Interactions between bonded atoms
                            Vangle = K" (" # " o )
                                                     2




                  !
Vbond = K b (b " bo )
                        2




                                Vdihedral = K" (1 + cos(n" # ! ))
Vbond = K b (b ! bo )
                                                                                  2


                                     Chemical type                Kbond                  bo
                                                                              2
                                         C-C               100 kcal/mole/Å              1.5 Å
                                                                              2
                                         C=C               200 kcal/mole/Å              1.3 Å
                                                                              2
                                         C=C               400 kcal/mole/Å              1.2 Å


                                               Bond Energy versus Bond length

                             400
Potential Energy, kcal/mol




                             300


                                                                                                Single Bond
                             200                                                                Double Bond
                                                                                                Triple Bond


                             100



                              0
                               0.5             1          1.5             2       2.5
                                                     Bond length, Å


                             Bond angles and improper terms have similar quadratic forms, but with
                             softer spring constants. The force constants can be obtained from
                             vibrational analysis of the molecule (experimentally or theoretically).
Dihedral Potential
                              Vdihedral = K" (1 + cos(n" # ! ))
                                      Dihedral energy versus dihedral angle

                             20
Potential Energy, kcal/mol




                             15


                                                                                 K=10, n=1
                             10                                                  K=5, n=2
                                                                                 K=2.5, N=3


                             5



                             0
                                  0   60   120      180       240    300   360
                                           Dihedral Angle, degrees




                                                          δ = 0˚
Nonbonded Parameters
                                12            6
          qi q j    &, R       )   , Rmin,ij ) #
   . 40Dr + / ij $* r ' - 2* r ' !
                        min,ij

                    $* ij '        *         ' !
nonbonded        ij
                    %+         (   + ij ( "


 qi:        partial atomic charge
 D:         dielectric constant
 ε:         Lennard-Jones (LJ, vdW) well-depth
 Rmin: LJ radius (Rmin/2 in CHARMM)
 Combining rules (CHARMM, Amber)
     Rmin i,j = Rmin i + Rmin j
     εi,j = SQRT(εi * εj )
Electrostatic Energy versus Distance

                                      100

                                       80
       Interaction energy, kcal/mol




                                       60

                                       40

                                       20
                                                                                               q1=1, q2=1
                                        0
                                                                                               q1=-1, q2=1
                                             0   1      2    3       4         5   6   7   8
                                       -20

                                       -40

                                       -60

                                       -80

                                      -100
                                                                 Distance, Å




                                                      Note that the effect is long range.
From MacKerell
Charge Fitting Strategy
  CHARMM- Mulliken*                 AMBER(ESP/RESP)

                Partial atomic charges

                    -0.5     0.35
          0.5   C    O        H      N   -0.45




*Modifications based on interactions with TIP3 water
CHARMM Potential Function


PDB file
                               Topology

                              PSF file
geometry




parameters
             Parameter file
File Format/Structure
•   The structure of a pdb file
•   The structure of a psf file
•   The topology file
•   The parameter file
•   Connection to potential energy terms
Structure of a PDB file
           resname
index                         resid        X    Y     Z         segname
        name          chain

  ATOM     22 N    ALA B   3      -4.073 -7.587 -2.708 1.00 0.00          BH
  ATOM     23 HN ALA B     3      -3.813 -6.675 -3.125 1.00 0.00          BH
  ATOM     24 CA ALA B     3      -4.615 -7.557 -1.309 1.00 0.00          BH
  ATOM     25 HA ALA B     3      -4.323 -8.453 -0.704 1.00 0.00          BH
  ATOM     26 CB ALA B     3      -4.137 -6.277 -0.676 1.00 0.00          BH
  ATOM     27 HB1 ALA B    3      -3.128 -5.950 -0.907 1.00 0.00          BH
  ATOM     28 HB2 ALA B    3      -4.724 -5.439 -1.015 1.00 0.00          BH
  ATOM     29 HB3 ALA B    3      -4.360 -6.338    0.393 1.00 0.00        BH
  ATOM     30 C    ALA B   3      -6.187 -7.538 -1.357 1.00 0.00          BH
  ATOM     31 O    ALA B   3      -6.854 -6.553 -1.264 1.00 0.00          BH
  ATOM     32 N    ALA B   4      -6.697 -8.715 -1.643 1.00 0.00          BH
  ATOM     33 HN ALA B     4      -6.023 -9.463 -1.751 1.00 0.00          BH
  ATOM     34 CA ALA B     4      -8.105 -9.096 -1.934 1.00 0.00          BH
  ATOM     35 HA ALA B     4      -8.287 -8.878 -3.003 1.00 0.00          BH
  ATOM     36 CB ALA B     4      -8.214 -10.604 -1.704 1.00 0.00         BH
  ATOM     37 HB1 ALA B    4      -7.493 -11.205 -2.379 1.00 0.00         BH
  ATOM     38 HB2 ALA B    4      -8.016 -10.861 -0.665 1.00 0.00         BH
  ATOM     39 HB3 ALA B    4      -9.245 -10.914 -1.986 1.00 0.00         BH
  ATOM     40 C    ALA B   4      -9.226 -8.438 -1.091 1.00 0.00          BH
  ATOM     41 O    ALA B   4     -10.207 -7.958 -1.667 1.00 0.00          BH
  00000000000000000000000000000000000000000000000000000000000000000000000000
          10        20        30         40         50         60         70

    >>> It is an ascii, fixed-format file <<<        “No connectivity information”
Checking file structures
• PDB file

• Topology file

• PSF file

• Parameter file
Parameter Optimization Strategies
Check if it has been parameterized by somebody else
        Literature
        Google
Minimal optimization
        By analogy (i.e. direct transfer of known parameters)
        Quick, starting point
Maximal optimization
       Time-consuming
       Requires appropriate experimental and target data
Choice based on goal of the calculations
        Minimal
          database screening
          NMR/X-ray structure determination
        Maximal
         free energy calculations, mechanistic studies,
         subtle environmental effects
Getting Started
•    Identify previously parameterized compounds
•    Access topology information – assign atom types,
     connectivity, and charges – annotate changes




    CHARMM topology (parameter files)                     NA and lipid force fields have new LJ
                                                          parameters for the alkanes,
    top_all22_model.inp (par_all22_prot.inp)              representing increased optimization of
    top_all22_prot.inp (par_all22_prot.inp)               the protein alkane parameters. Tests
    top_all22_sugar.inp (par_all22_sugar.inp)             have shown that these are compatible
    top_all27_lipid.rtf (par_all27_lipid.prm)             (e.g. in protein-nucleic acid
    top_all27_na.rtf (par_all27_na.prm)                   simulations). For new systems is
    top_all27_na_lipid.rtf (par_all27_na_lipid.prm)       suggested that the new LJ parameters
    top_all27_prot_lipid.rtf (par_all27_prot_lipid.prm)   be used. Note that only the LJ
    top_all27_prot_na.rtf (par_all27_prot_na.prm)         parameters were changed; the internal
    toph19.inp (param19.inp)                              parameters are identical




     www.pharmacy.umaryland.edu/faculty/amackere/force_fields.htm
Break Desired Compound into 3 Smaller Ones

                                 N
                                 H                       OH
                                     O        NH
                                               N

                  A                  B                   C
                                                                   OH
                                         O         NH

                      N                            N
                      H

                      Indole                 Hydrazine        Phenol


           When creating a covalent link between model compounds move the charge
              on the deleted H into the carbon to maintain integer charge
              (i.e. methyl (qC=-0.27, qH=0.09) to methylene (qC=-0.18, qH=0.09)




From MacKerell
From top_all22_model.inp
                                                     Top_all22_model.inp contains all
RESI PHEN        0.00   ! phenol, adm jr.
GROUP
                                                     protein model compounds. Lipid,
ATOM CG   CA    -0.115 !                             nucleic acid and carbohydate model
ATOM HG   HP     0.115 !          HD1 HE1            compounds are in the full topology
GROUP                   !           |    |           files.
ATOM CD1 CA     -0.115 !          CD1--CE1
ATOM HD1 HP      0.115 !          //     
GROUP                   !    HG--CG        CZ--OH
ATOM CD2 CA     -0.115 !                  /    
ATOM HD2 HP      0.115 !          CD2==CE2      HH
GROUP                   !           |    |             HG will ultimately be deleted.
ATOM CE1 CA     -0.115 !          HD2 HE2              Therefore, move HG
ATOM HE1 HP      0.115                                 (hydrogen) charge into CG,
GROUP
ATOM CE2 CA     -0.115                                 such that the CG charge
ATOM HE2 HP      0.115                                 becomes 0.00 in the final
GROUP                                                  compound.
ATOM CZ   CA     0.110
ATOM OH   OH1   -0.540
ATOM HH   H      0.430                                 Use remaining charges/atom
BOND CD2 CG CE1 CD1 CZ CE2 CG HG CD1 HD1               types without any changes.
BOND CD2 HD2 CE1 HE1 CE2 HE2 CZ OH OH HH
DOUBLE CD1 CG CE2 CD2 CZ CE1
                                                       Do the same with indole

 From MacKerell
Creation of topology for central
          model compound
                                                 Start with alanine dipeptide.
RESI Mod1 ! Model compound 1                     Note use of new aliphatic LJ
Group
ATOM C1   CT3   -0.27                            parameters and, importantly,
ATOM H11 HA3     0.09                            atom types.
ATOM H12 HA3     0.09
ATOM H13 HA3
GROUP
                 0.09
                            O        NH
                                     N
ATOM C2   C      0.51
ATOM O2   O     -0.51                            NR1 from histidine
GROUP                                            unprotonated ring nitrogen.
ATOM N3   NH1   -0.47
ATOM H3   H      0.31
                                                 Charge (very bad) initially set
ATOM N4   NR1    0.16   !new atom                to yield unit charge for the
ATOM C5   CEL1 -0.15                             group.
ATOM H51 HEL1    0.15
ATOM C6   CT3   -0.27
ATOM H61 HA      0.09                            Note use of large group to
ATOM H62 HA      0.09
ATOM H63 HA      0.09                            allow flexibility in charge
BOND C1 H11 C1 H12 C1 H13 C1 C2 C2 O2 C2 N3 N3   optimization.
H3
BOND N3 N4 C5 H51 C5 C6 C6 H61 C6 H62 C6 H63
DOUBLE N4 C5 (DOUBLE only required for MMFF)
                                                                   From MacKerell
Partial Atomic Charge Determination
                      Method Dependent Choices

        1. RESP: HF/6-31G overestimates dipole
           moments (AMBER)

        2. Interaction based optimization (CHARMM)


         For a particular force field do NOT change the QM
            level of theory. This is necessary to maintain
          consistency with the remainder of the force field.
From MacKerell
CH3                 Starting charges??
                       H        Mulliken population analysis
                   N            Analogy comparison
           O
                   N       H


                       CH3



       Final charges (methyl, vary qC to maintain integer charge, qH = 0.09)
        interactions with water (HF/6-31G*, monohydrates!)




From MacKerell
Comparison of analogy and optimized charges

 Name   Type   Analogy Optimized
  C1    CT3     -0.27    -0.27
 H11    HA3      0.09     0.09
 H12    HA3      0.09     0.09
 H13    HA3      0.09     0.09
  C2      C      0.51     0.58
  O2      O     -0.51    -0.50
  N3    NH1     -0.47    -0.32
  H3
  N4
          H
        NR1
                 0.31
                 0.16
                          0.33
                         -0.31     O      NH
  C5    CEL1    -0.15    -0.25
 H51    HEL1     0.15     0.29            N
  C6    CT3     -0.27    -0.09
 H61     HA     0.09     0.09
 H62     HA     0.09     0.09
 H63     HA     0.09     0.09
Dihedral optimization based on QM potential
                 energy surfaces (HF/6-31G* or MP2/6-31G*).



                            N
                            H                     OH
                                   O    NH
                                        N




                                             OH
                                                       N
         NH                                            H
    O                                                               OH
                    N              HN
          N         H                                      O   NH

                            NH 2                               N
                        O



From MacKerell
Parameterization of unsaturated lipids
• All C=C bonds are cis, what does rotation about neighboring
  single bonds look like?




                                         Courtesy of Scott Feller, Wabash College
DHA conformations from MD
• rotational barriers are   • many conformers are
  extremely small             accessible w/ short
                              lifetimes




                                   Courtesy of Scott Feller, Wabash College
Dynamics of saturated vs.
    polyunsaturated lipid chains
• sn1 stearic acid = blue
• sn2 DHA = yellow
• 500 ps of dynamics




                            Movie courtesy of Mauricio Carrillo Tripp



                                      Courtesy of Scott Feller, Wabash College
Lipid-protein interactions
•   Radial distribution around protein shows distinct layering of acyl chains




•   DHA penetrates deeper into the protein surface




                                                                Courtesy of Scott Feller, Wabash College
Lipid-protein interactions
•   Decomposition of non-bonded interaction shows rhodopsin is strongly
    attracted to unsaturated chain
•   All hydrophobic residues are stabilized by DHA




                                        resname    UDHA        Ustearic    ratio
                                          PHE      -44.9       -22.6        2.0
                                          ILE      -30.0       -10.1        3.0
                                          VAL      -24.0        -9.6        2.5
                                          LEU      -23.1       -13.0        1.8
                                          MET      -22.8        -9.7        2.4
                                          TYR      -18.6       -10.4        1.8
                                          ALA      -11.4        -3.0        3.8
                                          TRP      -10.3        -2.4        4.2




                                                  Courtesy of Scott Feller, Wabash College
Origin of protein:DHA attraction




• Flexibility of the DHA chain allows solvation
  of the rough protein surface to occur with little
  intra-molecular energy cost
                                 Courtesy of Scott Feller, Wabash College
Retinal Proteins -- Rhodopsins


                           Me         Me   Me


                                                N

                                                H
                                 Me
                                Me




Me         Me         Me

                                           • Covalently linked to a lysine
                                      N
                                           • Usually protonated Schiff base
      Me        Chromophore           H    • all-trans and 11-cis isomers
     Me
Unconventional chemistry
     Me             Me            Me
     ⊕         ⊕    ⊕    ⊕        ⊕     ⊕
                                            ⊕
                                            N

                                            H
               Me
              Me
Me                  Me                 Me


          7         9        11        13       15   N

                                                     H
          Me
         Me
Isomerization Barriers in retinal
          B1 C2      B3     C4     B5     C6            C8              C10          C12
         N1       B2 C3         B4 C5         B6 C7               C9           C11




Lys216            C15            C13           C11           C9               C7           C5
              +
          N16             C14           C12           C10              C8          C6           C4
                                                                                                     DFT/6-31G**
              H                                                                    C1           C3
                                                                                           C2
Coupling of electronic excitation and
    conformational change in bR

        S1

        S0

                                           K
        BR

             C13=C14-trans        C13=C14-cis

                             Me           Me          Me

                                                     13
                                    7      9    11         15 N
                                                             H
                                   Me
                                  Me
Inducing isomerization




                     500 nm
                  ~50 kcal/mole
Classical Retinal
Isomerization in Rhodopsin




                Twist Propagation
QM/MM calculations
                                                                                 Lys216-RET
                                                O

          MM                                H                         N
                                                                                      …
                                                    N
                                                                      H
                                            MM                                     QM



                    QM
                                                            H H
                                                                      N
                                                                                      …
                                                        H
                                                                      H
                                                                                   QM

                                             dummy atom
ˆ = " 1 p 2 + "" Z A + " 1 + " Z A Z B
H                                                                   Asp85, 212
         i
    i 2       i A riA  i > j rij A> B rAB

              qp             Z Aq p                         O          O
   + ""             + ""
      i   p   rip    A   p    rAp
                                                        H                  O
                                                                N
   +V  MM
      QM ! MM   +V  MM
                    MM                                                 QM
                                                        MM
Ab Initio QM/MM Excited State MD Simulation



                                 QM




   Quantum mechanical (QM)
treatment of the chromophore,
and force field (MM) treatment
   of the embedding protein
QM/MM calculation of ATP hydrolysis
Coarse grain modeling of lipids



150 particles




9 particles!

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Parameters for Classical Force Fields, E. Tajkhorshid

  • 1. Force Fields for MD simulations • Topology/parameter files • Where do the numbers an MD code uses come from? • How to make topology files for ligands, cofactors, special amino acids, … • How to obtain/develop missing parameters.
  • 2. Classical Molecular Dynamics 12 6 &, R ) , Rmin,ij ) # 1 qi q j U (r ) = . ij $* min,ij ' - 2* ' ! U (r ) = $* rij ' * r ' ! 4!" 0 rij %+ ( + ij ( " Coulomb interaction van der Waals interaction
  • 3. Classical Molecular Dynamics Bond definitions, atom types, atom names, parameters, ….
  • 4. Energy Terms Described in the CHARMm Force Field Bond Angle Dihedral Improper
  • 5. The Potential Energy Function Ubond = oscillations about the equilibrium bond length Uangle = oscillations of 3 atoms about an equilibrium bond angle Udihedral = torsional rotation of 4 atoms about a central bond Unonbond = non-bonded energy terms (electrostatics and Lenard-Jones)
  • 6. Interactions between bonded atoms Vangle = K" (" # " o ) 2 ! Vbond = K b (b " bo ) 2 Vdihedral = K" (1 + cos(n" # ! ))
  • 7. Vbond = K b (b ! bo ) 2 Chemical type Kbond bo 2 C-C 100 kcal/mole/Å 1.5 Å 2 C=C 200 kcal/mole/Å 1.3 Å 2 C=C 400 kcal/mole/Å 1.2 Å Bond Energy versus Bond length 400 Potential Energy, kcal/mol 300 Single Bond 200 Double Bond Triple Bond 100 0 0.5 1 1.5 2 2.5 Bond length, Å Bond angles and improper terms have similar quadratic forms, but with softer spring constants. The force constants can be obtained from vibrational analysis of the molecule (experimentally or theoretically).
  • 8. Dihedral Potential Vdihedral = K" (1 + cos(n" # ! )) Dihedral energy versus dihedral angle 20 Potential Energy, kcal/mol 15 K=10, n=1 10 K=5, n=2 K=2.5, N=3 5 0 0 60 120 180 240 300 360 Dihedral Angle, degrees δ = 0˚
  • 9. Nonbonded Parameters 12 6 qi q j &, R ) , Rmin,ij ) # . 40Dr + / ij $* r ' - 2* r ' ! min,ij $* ij ' * ' ! nonbonded ij %+ ( + ij ( " qi: partial atomic charge D: dielectric constant ε: Lennard-Jones (LJ, vdW) well-depth Rmin: LJ radius (Rmin/2 in CHARMM) Combining rules (CHARMM, Amber) Rmin i,j = Rmin i + Rmin j εi,j = SQRT(εi * εj )
  • 10. Electrostatic Energy versus Distance 100 80 Interaction energy, kcal/mol 60 40 20 q1=1, q2=1 0 q1=-1, q2=1 0 1 2 3 4 5 6 7 8 -20 -40 -60 -80 -100 Distance, Å Note that the effect is long range. From MacKerell
  • 11. Charge Fitting Strategy CHARMM- Mulliken* AMBER(ESP/RESP) Partial atomic charges -0.5 0.35 0.5 C O H N -0.45 *Modifications based on interactions with TIP3 water
  • 12. CHARMM Potential Function PDB file Topology PSF file geometry parameters Parameter file
  • 13. File Format/Structure • The structure of a pdb file • The structure of a psf file • The topology file • The parameter file • Connection to potential energy terms
  • 14. Structure of a PDB file resname index resid X Y Z segname name chain ATOM 22 N ALA B 3 -4.073 -7.587 -2.708 1.00 0.00 BH ATOM 23 HN ALA B 3 -3.813 -6.675 -3.125 1.00 0.00 BH ATOM 24 CA ALA B 3 -4.615 -7.557 -1.309 1.00 0.00 BH ATOM 25 HA ALA B 3 -4.323 -8.453 -0.704 1.00 0.00 BH ATOM 26 CB ALA B 3 -4.137 -6.277 -0.676 1.00 0.00 BH ATOM 27 HB1 ALA B 3 -3.128 -5.950 -0.907 1.00 0.00 BH ATOM 28 HB2 ALA B 3 -4.724 -5.439 -1.015 1.00 0.00 BH ATOM 29 HB3 ALA B 3 -4.360 -6.338 0.393 1.00 0.00 BH ATOM 30 C ALA B 3 -6.187 -7.538 -1.357 1.00 0.00 BH ATOM 31 O ALA B 3 -6.854 -6.553 -1.264 1.00 0.00 BH ATOM 32 N ALA B 4 -6.697 -8.715 -1.643 1.00 0.00 BH ATOM 33 HN ALA B 4 -6.023 -9.463 -1.751 1.00 0.00 BH ATOM 34 CA ALA B 4 -8.105 -9.096 -1.934 1.00 0.00 BH ATOM 35 HA ALA B 4 -8.287 -8.878 -3.003 1.00 0.00 BH ATOM 36 CB ALA B 4 -8.214 -10.604 -1.704 1.00 0.00 BH ATOM 37 HB1 ALA B 4 -7.493 -11.205 -2.379 1.00 0.00 BH ATOM 38 HB2 ALA B 4 -8.016 -10.861 -0.665 1.00 0.00 BH ATOM 39 HB3 ALA B 4 -9.245 -10.914 -1.986 1.00 0.00 BH ATOM 40 C ALA B 4 -9.226 -8.438 -1.091 1.00 0.00 BH ATOM 41 O ALA B 4 -10.207 -7.958 -1.667 1.00 0.00 BH 00000000000000000000000000000000000000000000000000000000000000000000000000 10 20 30 40 50 60 70 >>> It is an ascii, fixed-format file <<< “No connectivity information”
  • 15. Checking file structures • PDB file • Topology file • PSF file • Parameter file
  • 16. Parameter Optimization Strategies Check if it has been parameterized by somebody else Literature Google Minimal optimization By analogy (i.e. direct transfer of known parameters) Quick, starting point Maximal optimization Time-consuming Requires appropriate experimental and target data Choice based on goal of the calculations Minimal database screening NMR/X-ray structure determination Maximal free energy calculations, mechanistic studies, subtle environmental effects
  • 17. Getting Started • Identify previously parameterized compounds • Access topology information – assign atom types, connectivity, and charges – annotate changes CHARMM topology (parameter files) NA and lipid force fields have new LJ parameters for the alkanes, top_all22_model.inp (par_all22_prot.inp) representing increased optimization of top_all22_prot.inp (par_all22_prot.inp) the protein alkane parameters. Tests top_all22_sugar.inp (par_all22_sugar.inp) have shown that these are compatible top_all27_lipid.rtf (par_all27_lipid.prm) (e.g. in protein-nucleic acid top_all27_na.rtf (par_all27_na.prm) simulations). For new systems is top_all27_na_lipid.rtf (par_all27_na_lipid.prm) suggested that the new LJ parameters top_all27_prot_lipid.rtf (par_all27_prot_lipid.prm) be used. Note that only the LJ top_all27_prot_na.rtf (par_all27_prot_na.prm) parameters were changed; the internal toph19.inp (param19.inp) parameters are identical www.pharmacy.umaryland.edu/faculty/amackere/force_fields.htm
  • 18. Break Desired Compound into 3 Smaller Ones N H OH O NH N A B C OH O NH N N H Indole Hydrazine Phenol When creating a covalent link between model compounds move the charge on the deleted H into the carbon to maintain integer charge (i.e. methyl (qC=-0.27, qH=0.09) to methylene (qC=-0.18, qH=0.09) From MacKerell
  • 19. From top_all22_model.inp Top_all22_model.inp contains all RESI PHEN 0.00 ! phenol, adm jr. GROUP protein model compounds. Lipid, ATOM CG CA -0.115 ! nucleic acid and carbohydate model ATOM HG HP 0.115 ! HD1 HE1 compounds are in the full topology GROUP ! | | files. ATOM CD1 CA -0.115 ! CD1--CE1 ATOM HD1 HP 0.115 ! // GROUP ! HG--CG CZ--OH ATOM CD2 CA -0.115 ! / ATOM HD2 HP 0.115 ! CD2==CE2 HH GROUP ! | | HG will ultimately be deleted. ATOM CE1 CA -0.115 ! HD2 HE2 Therefore, move HG ATOM HE1 HP 0.115 (hydrogen) charge into CG, GROUP ATOM CE2 CA -0.115 such that the CG charge ATOM HE2 HP 0.115 becomes 0.00 in the final GROUP compound. ATOM CZ CA 0.110 ATOM OH OH1 -0.540 ATOM HH H 0.430 Use remaining charges/atom BOND CD2 CG CE1 CD1 CZ CE2 CG HG CD1 HD1 types without any changes. BOND CD2 HD2 CE1 HE1 CE2 HE2 CZ OH OH HH DOUBLE CD1 CG CE2 CD2 CZ CE1 Do the same with indole From MacKerell
  • 20. Creation of topology for central model compound Start with alanine dipeptide. RESI Mod1 ! Model compound 1 Note use of new aliphatic LJ Group ATOM C1 CT3 -0.27 parameters and, importantly, ATOM H11 HA3 0.09 atom types. ATOM H12 HA3 0.09 ATOM H13 HA3 GROUP 0.09 O NH N ATOM C2 C 0.51 ATOM O2 O -0.51 NR1 from histidine GROUP unprotonated ring nitrogen. ATOM N3 NH1 -0.47 ATOM H3 H 0.31 Charge (very bad) initially set ATOM N4 NR1 0.16 !new atom to yield unit charge for the ATOM C5 CEL1 -0.15 group. ATOM H51 HEL1 0.15 ATOM C6 CT3 -0.27 ATOM H61 HA 0.09 Note use of large group to ATOM H62 HA 0.09 ATOM H63 HA 0.09 allow flexibility in charge BOND C1 H11 C1 H12 C1 H13 C1 C2 C2 O2 C2 N3 N3 optimization. H3 BOND N3 N4 C5 H51 C5 C6 C6 H61 C6 H62 C6 H63 DOUBLE N4 C5 (DOUBLE only required for MMFF) From MacKerell
  • 21. Partial Atomic Charge Determination Method Dependent Choices 1. RESP: HF/6-31G overestimates dipole moments (AMBER) 2. Interaction based optimization (CHARMM) For a particular force field do NOT change the QM level of theory. This is necessary to maintain consistency with the remainder of the force field. From MacKerell
  • 22. CH3 Starting charges?? H Mulliken population analysis N Analogy comparison O N H CH3 Final charges (methyl, vary qC to maintain integer charge, qH = 0.09) interactions with water (HF/6-31G*, monohydrates!) From MacKerell
  • 23. Comparison of analogy and optimized charges Name Type Analogy Optimized C1 CT3 -0.27 -0.27 H11 HA3 0.09 0.09 H12 HA3 0.09 0.09 H13 HA3 0.09 0.09 C2 C 0.51 0.58 O2 O -0.51 -0.50 N3 NH1 -0.47 -0.32 H3 N4 H NR1 0.31 0.16 0.33 -0.31 O NH C5 CEL1 -0.15 -0.25 H51 HEL1 0.15 0.29 N C6 CT3 -0.27 -0.09 H61 HA 0.09 0.09 H62 HA 0.09 0.09 H63 HA 0.09 0.09
  • 24. Dihedral optimization based on QM potential energy surfaces (HF/6-31G* or MP2/6-31G*). N H OH O NH N OH N NH H O OH N HN N H O NH NH 2 N O From MacKerell
  • 25. Parameterization of unsaturated lipids • All C=C bonds are cis, what does rotation about neighboring single bonds look like? Courtesy of Scott Feller, Wabash College
  • 26. DHA conformations from MD • rotational barriers are • many conformers are extremely small accessible w/ short lifetimes Courtesy of Scott Feller, Wabash College
  • 27. Dynamics of saturated vs. polyunsaturated lipid chains • sn1 stearic acid = blue • sn2 DHA = yellow • 500 ps of dynamics Movie courtesy of Mauricio Carrillo Tripp Courtesy of Scott Feller, Wabash College
  • 28. Lipid-protein interactions • Radial distribution around protein shows distinct layering of acyl chains • DHA penetrates deeper into the protein surface Courtesy of Scott Feller, Wabash College
  • 29. Lipid-protein interactions • Decomposition of non-bonded interaction shows rhodopsin is strongly attracted to unsaturated chain • All hydrophobic residues are stabilized by DHA resname UDHA Ustearic ratio PHE -44.9 -22.6 2.0 ILE -30.0 -10.1 3.0 VAL -24.0 -9.6 2.5 LEU -23.1 -13.0 1.8 MET -22.8 -9.7 2.4 TYR -18.6 -10.4 1.8 ALA -11.4 -3.0 3.8 TRP -10.3 -2.4 4.2 Courtesy of Scott Feller, Wabash College
  • 30. Origin of protein:DHA attraction • Flexibility of the DHA chain allows solvation of the rough protein surface to occur with little intra-molecular energy cost Courtesy of Scott Feller, Wabash College
  • 31. Retinal Proteins -- Rhodopsins Me Me Me N H Me Me Me Me Me • Covalently linked to a lysine N • Usually protonated Schiff base Me Chromophore H • all-trans and 11-cis isomers Me
  • 32. Unconventional chemistry Me Me Me ⊕ ⊕ ⊕ ⊕ ⊕ ⊕ ⊕ N H Me Me Me Me Me 7 9 11 13 15 N H Me Me
  • 33. Isomerization Barriers in retinal B1 C2 B3 C4 B5 C6 C8 C10 C12 N1 B2 C3 B4 C5 B6 C7 C9 C11 Lys216 C15 C13 C11 C9 C7 C5 + N16 C14 C12 C10 C8 C6 C4 DFT/6-31G** H C1 C3 C2
  • 34. Coupling of electronic excitation and conformational change in bR S1 S0 K BR C13=C14-trans C13=C14-cis Me Me Me 13 7 9 11 15 N H Me Me
  • 35. Inducing isomerization 500 nm ~50 kcal/mole
  • 36. Classical Retinal Isomerization in Rhodopsin Twist Propagation
  • 37. QM/MM calculations Lys216-RET O MM H N … N H MM QM QM H H N … H H QM dummy atom ˆ = " 1 p 2 + "" Z A + " 1 + " Z A Z B H Asp85, 212 i i 2 i A riA i > j rij A> B rAB qp Z Aq p O O + "" + "" i p rip A p rAp H O N +V MM QM ! MM +V MM MM QM MM
  • 38. Ab Initio QM/MM Excited State MD Simulation QM Quantum mechanical (QM) treatment of the chromophore, and force field (MM) treatment of the embedding protein
  • 39. QM/MM calculation of ATP hydrolysis
  • 40. Coarse grain modeling of lipids 150 particles 9 particles!