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Theory of Hybrid Quantum Mechanics/Molecular Mechanics Methods (QM/MM) CHEM 4021/8021 Video VII.i

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Page 1: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Theory of Hybrid Quantum Mechanics/Molecular Mechanics

Methods (QM/MM)

CHEM 4021/8021 Video VII.i

Page 2: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Motivation

Gain an understanding of solvent structure …or protein environment, etc.

While maintaining the ability to make and break bonds

Page 3: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

What about solvent structure?

•  Can we treat the solvent with MM and the solute with QM?

QM MM

Energy Expression:

Ecomplete = EQM + EMM + EQM/MM

Page 4: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partion the Energy Expression

•  EQM

•  EMM usual Force Field Terms

QM MM

Energy Expression:

Ecomplete = EQM + EMM + EQM/MM

HQM = !12

µ "i2 !

i# ! µ

Zk

rk!

k# +Gµ!

Page 5: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partion the Energy Expression

•  EQM

•  EMM usual Force Field Terms

•  EQM/MM Core challenge in QM/MM methods

QM MM

Energy Expression:

Ecomplete = EQM + EMM + EQM/MM

HQM = !12

µ "i2 !

i# ! µ

Zk

rk!

k# +Gµ!

Page 6: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partion the Energy Expression

•  EQM/MM

•  One electron interaction terms and electrostatics for interaction between QM and MM regions

•  Point Charges! Must add non-bonded terms

QM

MM

Energy Expression:

Ecomplete = EQM + EMM + EQM/MM

HQM /MM = ! µZk

rk!

k" +

ZKZk

rKrkK ,k

MM ,QM

"

Page 7: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partion the Energy Expression

•  Boundaries Through Space

•  Boundaries Through Bonds

QM

MM

Energy Expression:

Ecomplete = EQM + EMM + EQM/MM

Page 8: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Unpolarized Interactions

•  Compute the QM/MM interaction energy in a similar way to non-bonded FF interactions

•  Use standard Lennard-Jones combining rules and assume the QM ! and " values are the same for the atom type in the FF.

•  # is a parameter to deal with charged versus neutral molecules to treat solvent polarization

HQM /MM =!qi

CM1qjrijj

Solvent

!i

Solute

! + 4"ij# ij12

rij12 "

# ij6

rij6

#

$%%

&

'((

Page 9: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Unpolarized Interactions

•  Example: Kaminski and Jorgensen’s AM1/OPLS/CM1 (AOC) –  AM1 for the solute (Perform MC simulation) –  OPLS for the solvent –  Charges (qi) for the solute are from the CM1 charge model –  Treats polar solvation effects well (e.g. rotameric

equilibria) but not as good for non-polar solvents –  Treats solvation free energy effects along a reaction

coordinate

HQM /MM =!qi

CM1qjrijj

Solvent

!i

Solute

! + 4"ij# ij12

rij12 "

# ij6

rij6

#

$%%

&

'((

Page 10: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Polarized/Unpolarized Interactions

•  Allow the environment (MM part) to polarize the QM part

•  Separate the interaction of the MM part with the solute electrons and the solute nuclei

HQM /MM =qmrimm

MMAtoms

!i

SoluteElectrons

! +Zkqmrkm

+ 4!km" km12

rkm12 "

" km6

rkm6

#

$%

&

'(

)

*+

,

-.

k

MMAtoms

!k

Solutenuclei

!

Page 11: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Polarized/Unpolarized Interactions

•  HMM (Traditional FF) •  HQM/MM (Separated electrostatic + nonbonded part)

•  How does HQM change?

HQM = !

12

µ "i2 !

i# ! µ

Zk

rk!

k# +Gµ!

Hcomplete = HQM + HMM + HQM/MM

HQM = !12

"i2

i

N

# !Zk

rik!

k

SoluteNuclei

#i

N

# qmrim+

1riji< j

#m

MMAtoms

#i

N

# +ZkZlrklk<l

#

Recall from earlier

Page 12: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Fully Polarized Interactions

•  Use a polarizable FF where each MM atom type/molecule is assigned a polarizability tensor, #

•  Allow for induced dipoles, µind=#E, where E is the electric field

•  Allow the induced dipoles to interact with QM system

Page 13: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Theory of Hybrid Quantum Mechanics/Molecular Mechanics

Methods (QM/MM)

CHEM 4021/8021 Video VII.ii

Page 14: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partitions that cross covalent bonds

•  What if we don’t want to treat this: •  But THIS! Solute/QM

Solvent/MM

Page 15: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partitions that cross covalent bonds Can we consider the bulky portions of the

ligand as MM?

How will we compute the energy if the partition

crosses covalent bonds?

Page 16: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partitions that cross covalent bonds How will we compute the

energy if the partition crosses covalent bonds?

Mechanical Embedding

Ecomplete = EQMsmall + EMM

big !EMMsmall( )

Page 17: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

How will we compute the energy if the partition

crosses covalent bonds?

Mechanical Embedding

Linking Regions:

Partitions that cross covalent bonds

Ecomplete = EQMsmall + EMM

big !EMMsmall( )

CH H

H

H

QM Region

Model System with capping H atom

CH H

H

CHH

HMM

Region

Page 18: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Partitions that cross covalent bonds How will we compute the

energy if the partition crosses covalent bonds?

Mechanical Embedding

Ecomplete = EQMsmall + EMM

big !EMMsmall( )

Problems:

How do you take the gradient? Do you follow the MM or QM PES?

Page 19: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Integrated Molecular Orbital Molecular Mechanics Method (IMOMM)

•  Align the atoms that the small and large region have in common (e.g. force cut bonds to be along the same vector)

•  Within these constraints, write expressions for the gradient as sums of the MM and QM gradients

•  Has also been generalized for QM/QM’

Page 20: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Our own N-layered Integrated molecular Orbital and molecular Mechanics (ONIOM)

This idea can be extended beyond two

layers

Ehigh(Real) $ EONIOM = Elow(Real) + Emedium(Intermediate) + Ehigh(Small) – Elow(Intermediate) – Emedium(Small)

Highest level QM

QMlow

MM

Page 21: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Theory of Hybrid Quantum Mechanics/Molecular Mechanics

Methods (QM/MM)

CHEM 4021/8021 Video VII.iii

Page 22: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Beyond Sterics: Electrostatic Embedding

•  Example: A large protein where charged residues in the MM region will polarize the QM region

•  Extend our idea of a polarized/unpolarized partition for non-bonded terms

•  Include terms for the bonds cut by the QM/MM boundary!

QM Region

CH H

H

CHH

HMM

Region

Page 23: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Beyond Sterics: Electrostatic Embedding

•  Cap QM region with H’s. Compute HQM like before.

•  Don’t compute for capping H atoms

HQM = !12

"i2

i

N

# !Zk

rik!

k

SoluteNuclei

#i

N

# qmrim+

1riji< j

#m

MMAtoms

#i

N

# +ZkZlrklk<l

#

QM Region

CH H

H

CHH

HMM

Region

CH H

H

H

Model System with capping H atom

Page 24: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Beyond Sterics: Electrostatic Embedding

•  Bond stretching for bonds cut by the QM/MM boundary are treated with MM potential

•  Angle bending (atomMM-atomMM-atomQM) are treated with MM potential

•  Fictitious bond angles involving capping atom (e.g. atomQM-atomMM-Hcapping) have very large force constants

•  Torsions also use MM potential when 2 MM and 2 QM or 3 MM and 1 QM atoms are involved.

•  Sometimes charges must be modified as well

QM Region

CH H

H

CHH

HMM

Region

CH H

H

H

Model System with capping H atom

Page 25: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Case Study: Transition States in a Protein Environment - ONIOM QM:MM Modeling of Isopenicillin N Synthesis

Lundberg, Kawatsu, Vreven, Frisch, and Morokuma. J. Chem. Comput. Chem. 2008, 5, 220-234.

Two layer ONIOM calculations: B3LYP is the high level of AMBER is the low level

Scheme 1. General Reaction for Isopenicillin N Synthase Including the Proposed [Fe(IV)dO] Intermediatea

Page 26: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Case Study: Transition States in a Protein Environment - ONIOM QM:MM Modeling of Isopenicillin N Synthesis

Lundberg, Kawatsu, Vreven, Frisch, and Morokuma. J. Chem. Comput. Chem. 2008, 5, 220-234.

Choosing the Size of the QM Space

Page 27: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Case Study: Transition States in a Protein Environment - ONIOM QM:MM Modeling of Isopenicillin N Synthesis

Lundberg, Kawatsu, Vreven, Frisch, and Morokuma. J. Chem. Comput. Chem. 2008, 5, 220-234.

Figure 2. Geometries and spin populations for the intermediate with end-on bound dioxygen in the quintet state (52 INT) optimized using the active-site model (silver) and the ONIOM QM:MM model (blue).

Example of how the size of the QM

region can impact your results

Page 28: Theory of Hybrid Quantum Mechanics/Molecular Mechanics ...pollux.chem.umn.edu/8021/Lectures/QM_MM_12.pdf · Integrated Molecular Orbital Molecular Mechanics Method (IMOMM) • Align

Case Study: Transition States in a Protein Environment - ONIOM QM:MM Modeling of Isopenicillin N Synthesis

Lundberg, Kawatsu, Vreven, Frisch, and Morokuma. J. Chem. Comput. Chem. 2008, 5, 220-234.