Research Techniques in Chemistry

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Computer Modeling

Dr. GuanHua CHEN

Department of Chemistry

University of Hong Kong http://yangtze.hku.hk/lecture/comput06-07.ppt

Computational Chemistry

Quantum Chemistry

Schr

Ö

dinger Equation

H

= E

Molecular Mechanics

F = Ma

F : Force Field

Bioinformatics

Computational Chemistry Industry

Company

Gaussian Inc.

Schrödinger Inc.

Wavefunction

Q-Chem

Accelrys

HyperCube

Informatix

Celera Genomics

Software

Gaussian 94, Gaussian 98

Jaguar

Spartan

Q-Chem

InsightII, Cerius 2

HyperChem

Applications: material discovery, drug design & research

R&D in Chemical & Pharmaceutical industries in 2000: US$ 80 billion

Bioinformatics: Total Sales in 2001

Project Sales in 2006

US$ 225 million

US$ 1.7 billion

heme

Cytochrome c

C60 energy

Vitamin

OH + D

2

--> HOD + D

C

Quantum Chemistry Methods

Ab initio Molecular Orbital Methods

Hartree-Fock, Configurationa Interaction (CI)

MP Perturbation, Coupled-Cluster, CASSCF

Density Functional Theory

Semiempirical Molecular Orbital

Methods

Huckel, PPP, CNDO, INDO, MNDO, AM1

PM3, CNDO/S, INDO/S

Schr

Ö

dinger Equation

H

 =

E

Wavefunction

Hamiltonian

H =

(

h 2 /2m

-  i

+  i

 j

)

Z

 e 2 /r i  e 2 /r ij

2 - ( h 2 /2m e

(

+

Z

Z

)

 e

2 i

/ r i

2



)

Energy

One-electron terms:

(

h 2 /2m

)

2

Two-electron term:

 i

 j e 2 /r ij

- ( h 2 /2m e

)

 i

 i

2

-  i

Z

 e 2 /r i 

Hartree-Fock Method

Orbitals

1. Hartree-Fock Equation

F f i

= e i f i

F Fock operator f i the ith Hartree-Fock orbital e i the energy of the ith Hartree-Fock orbital

2. Roothaan Method (introduction of Basis functions) f i

=

{

 k

 k c ki

 k

LCAO-MO

} is a set of atomic orbitals (or basis functions)

3. Hartree-Fock-Roothaan equation

 j

( F ij

e i

S ij

) c ji

= 0

F ij

 <  i

|

F

|  j

>

S ij

 <  i

|  j

>

4. Solve the Hartree-Fock-Roothaan equation self-consistently (HFSCF)

Graphic Representation of Hartree-Fock Solution

0 eV

Ionization

Energy

Electron

Affinity

A Gaussian Input File for H

2

O

# HF/6-31G(d) Route section water energy Title

0 1 Molecule Specification

O -0.464 0.177 0.0 (in Cartesian coordinates

H -0.464 1.137 0.0

H 0.441 -0.143 0.0

Basis Set f i

=

 p c ip

 p

{

 k

} is a set of atomic orbitals (or basis functions)

STO-3G, 3-21G, 4-31G, 6-31G, 6-31G*, 6-31G**

------------------------------------------------------------------------------------ complexity & accuracy

Gaussian type functions g ijk

= N x i y j z k exp ( -

 r 2 )

(primitive Gaussian function)

 p

=

 u d up g u

(contracted Gaussian-type function, CGTF) u = {ijk} p = {nlm}

Electron Correlation: avoiding each other

The reason of the instantaneous correlation:

Coulomb repulsion (not included in the HF)

Beyond the Hartree-Fock

Configuration Interaction (CI)

Perturbation theory

Coupled Cluster Method

Density functional theory

Configuration Interaction (CI)

+

+ …

Single Electron Excitation or Singly Excited

Double Electrons Excitation or Doubly Excited

Singly Excited Configuration Interaction (CIS):

Changes only the excited states

+

Doubly Excited CI (CID):

Changes ground & excited states

+

Singly & Doubly Excited CI (CISD):

Most Used CI Method

+

+ ...

Full CI (FCI):

Changes ground & excited states

+

Perturbation Theory

H = H 0 + H’

H

0

 n

(0) n

(0)

=

E n

(0)

 n

(0)

is an eigenstate for unperturbed system

H’

is small compared with

H 0

Moller-Plesset (MP) Perturbation Theory

The MP unperturbed Hamiltonian H 0

H 0 =

 m

F(m) where F(m) is the Fock operator for electron m .

And thus, the perturbation H

H

= H - H 0

Therefore, the unperturbed wave function is simply the Hartree-Fock wave function

.

Ab initio methods: MP2, MP3, MP4

T

1

Coupled-Cluster Method

= e T

(0)

(0)

: Hartree-Fock ground state wave function

: Ground state wave function

T = T

1

+ T

2

+ T

3

+ T

4

+ T

5

+ …

T n

: n electron excitation operator

=

T

2

Coupled-Cluster Doubles (CCD) Method

CCD

= e T

2

(0)

(0)

: Hartree-Fock ground state wave function

CCD

: Ground state wave function

T

2

: two electron excitation operator

=

Complete Active Space SCF (CASSCF)

Active space

All possible configurations

Density-Functional Theory (DFT)

Hohenberg-Kohn Theorem:

Phys. Rev. 136, B864 (1964)

The ground state electronic density

(r) determines uniquely all possible properties of an electronic system

(r)

Properties P (e.g. conductance), i.e. P

P[

(r)]

Density-Functional Theory (DFT)

E

0

=

- ( h 2 /2m e

)

 i

<

+ (1/2)   dr

1

 dr

2 i

|

 i

2 e 2 /r

|

12 i

+

>

- 

E xc

 dr

[

(r)]

Z

 e 2

(r) / r

1

Kohn-Sham Equation Ground State :

Phys. Rev. 140, A1133 (1965)

F

KS

V xc

 - ( h 2 /2m

 d

E xc

F

KS e

)

 i i

= e i

2

[

(r)] / d

(r)

 i

- 

 i

Z

 e 2 / r

1

+  j

J j

+ V xc

A popular exchange-correlation functional E xc

[

(r)]: B3LYP

Hu, Wang, Wong & Chen, J. Chem. Phys. (Comm) (2003)

B3LYP/6-311+G(d,p) B3LYP/6-311+G(3df,2p)

RMS=21.4 kcal/mol RMS=12.0 kcal/mol

RMS=3.1 kcal/mol RMS=3.3 kcal/mol

B3LYP/6-311+G(d,p)-NEURON & B3LYP/6-311+G(d,p)-NEURON: same accuracy

Time-Dependent Density-Functional Theory (TDDFT)

Runge-Gross Extension:

Phys. Rev. Lett. 52, 997 (1984)

Time-dependent system

(r,t)

Properties P (e.g. absorption)

TDDFT equation: exact for excited states

Isolated system

Open system

Density-Functional Theory for Open System ???

Further Extension:

X. Zheng, F. Wang & G.H. Chen (2005)

Generalized TDDFT equation: exact for open systems

Ground State Excited State CPU Time Correlation Geometry Size Consistent

HFSCF

 

(CHNH,6-31G*)

1 0 OK

DFT

CIS

CISD

CISDTQ

MP2

MP4

~1

<10 OK

17 80-90%

(20 electrons)

 very large 98-99%

1.5 85-95%

(DZ+P)

5.8 >90%

CCD

CCSDT

 large >90%

 very large ~100%

Search for Transition State

Transition State: one negative frequency k

  e -

D

G/RT

D

G

Reactant

Product

Reaction Coordinate

Gaussian Input File for Transition State Calculation

#b3lyp/6-31G opt=qst2 test the first is the reactant internal coordinate

0 1

O

H 1 oh1

H 1 oh1 2 ohh1 oh1 0.90

ohh1 104.5

The second is the product internal coordinate

0 1

O

H 1 oh2

H 1 oh3 2 ohh2 oh2 0.9

oh3 10.0

ohh2 160.0

Semiempirical Molecular Orbital Calculation

Extended Huckel MO Method

(Wolfsberg, Helmholz, Hoffman)

Independent electron approximation

H val =

 i

H eff (i)

H eff ( i ) = -( h 2 / 2m )

 i

2 + V eff ( i )

Schrodinger equation for electron i

H eff (i) f i

= e i f i

LCAO-MO: f

 i s

=

H eff

 r c ri

( H eff rs

 r

rs

 <  r e i

S rs

) c si

|

H eff

| 

= 0 s

>

S rs

 <  r

|  s

>

Parametrization:

H eff rr

 <  r

|

H eff

|  r

>

= minus the valence-state ionization potential (VISP)

---------------

---------------

---------------

---------------

---------------

Atomic Orbital Energy e

5 e

4 e

3 e

2 e

1

H eff rs

= ½

K ( H eff rr

+ H eff ss

) S rs

VISP

-e

5

-e

4

-e

3

-e

2

-e

1

K : 1

3

CNDO, INDO, NDDO

(Pople and co-workers)

Hamiltonian with effective potentials

H val =

 i

[ -( h 2 / 2m )

 i

2 + V eff ( i ) ] +

 i

 j>i e 2 / r ij two-electron integral:

(rs|tu) = <

 r

(1)

 t

(2)| 1/r

12

|

 s

(1)

 u

(2)>

CNDO: complete neglect of differential overlap

(rs|tu) = d rs d tu

(rr|tt)

 d rs d tu

 rt

INDO: intermediate neglect of differential overlap

(rs|tu) = 0 when r , s , t and u are not on the same atom.

NDDO: neglect of diatomic differential overlap

(rs|tu) = 0 if r and s (or t and u) are not on the same atom.

CNDO, INDO are parametrized so that the overall results fit well with the results of minimal basis ab initio Hartree-Fock calculation.

CNDO/S, INDO/S are parametrized to predict optical spectra.

MINDO, MNDO, AM1, PM3

(Dewar and co-workers, University of Texas,

Austin)

MINDO: modified INDO

MNDO: modified neglect of diatomic overlap

AM1: Austin Model 1

PM3: MNDO parametric method 3

*based on INDO & NDDO

*reproduce the binding energy

Relativistic Effects

Speed of 1s electron: Zc / 137

Heavy elements have large Z, thus relativistic effects are important.

Dirac Equation:

Relativistic Hartree-Fock w/ Dirac-Fock operator; or

Relativistic Kohn-Sham calculation; or

Relativistic effective core potential (ECP).

Four Sources of error in ab initio Calculation

( 1) Neglect or incomplete treatment of electron correlation

(2) Incompleteness of the Basis set

(3) Relativistic effects

(4) Deviation from the Born-Oppenheimer approximation

Quantum Chemistry for

Complex Systems

Quantum Mechanics / Molecular

Mechanics (QM/MM) Method

Combining quantum mechanics and molecular mechanics methods:

QM

MM

Hamiltonian of entire system:

H = H

QM

+H

MM

+H

QM/MM

Energy of entire system:

E = E

QM

(

QM

) + E

MM

(

MM

) + E

QM/MM

(

QM/MM

)

E

QM/MM

(

QM/MM

) = E elec

(

QM/MM

) + E vdw

(

MM

) + E

MM-bond

(

MM

)

E

QM

(

QM

) + E elec

H eff

= -

1/2

 i

+

 i

V i

2

(

QM/MM

) = <

| H eff v-b

+

 ij

(r i

1/r

) +

 ij

d

 i

Z

|

/r i 

>

-

Z

Z d

/r

d

+

 i q

/r i 

Z

 q

/r



QM

MM

Quantum Chemist’s Solution

Linear-Scaling Method: O(N)

Computational time scales linearly with system size

Time

Size

Linear Scaling Calculation for Ground State

Divide-and-Conqure (DAC)

W. Yang , Phys. Rev. Lett. 1991

York, Lee & Yang, JACS, 1996

Superoxide Dismutase (4380 atoms)

AM1

Strain, Scuseria & Frisch, Science (1996):

LSDA / 3-21G DFT calculation on 1026 atom

RNA Fragment

Linear Scaling Calculation for Excited State

Liang, Yokojima & Chen, JPC, 2000

Fast Multiple Method

LDM-TDDFT: C n

H

2n+2

LODESTAR: Software Package for Complex Systems

Characteristics :

O(N) Divide-and-Conquer

O(N) TDHF (ab initio & semiemptical)

O(N) TDDFT

Nonlinear Optical

Light Harvesting System

CNDO/S-, PM3-, AM1-, INDO/S-, & TDDFT-LDM

Photo-excitations in Light Harvesting System II strong absorption: ~800 nm generated by VMD generated by VMD

Carbon Nanotube

Quantum mechanical investigation of the field emission from the tips of carbon nanotubes

Zheng, Chen, Li, Deng & Xu, Phys. Rev. Lett. 2004

Zettl, PRL 2001

Molecular Mechanics Force Field

Bond Stretching Term

Bond Angle Term

Torsional Term

Electrostatic Term

• van der Waals interaction

Molecular Mechanics

F = Ma

F : Force Field

Bond Stretching Potential

E b

= 1/2 k b

(

D l) 2 where, k b

: stretch force constant

D l : difference between equilibrium

& actual bond length

Two-body interaction

Bond Angle Deformation Potential

E a

= 1/2 k a

(

D

) 2 where, k a

D 

: angle force constant

: difference between equilibrium

& actual bond angle

Three-body interaction

Periodic Torsional Barrier Potential

E t

= (V/2) (1+ cosn

) where, V : rotational barrier

: torsion angle

n : rotational degeneracy

Four-body interaction

Non-bonding interaction van der Waals interaction for pairs of non-bonded atoms

Coulomb potential for all pairs of charged atoms

Force Field Types

MM2

AMBER

Molecules

Polymers

CHAMM Polymers

BIO Polymers

OPLS Solvent Effects

Algorithms for Molecular Dynamics

Runge-Kutta methods: x(t+

D t) = x(t) + (dx/dt)

D t

Fourth-order Runge-Kutta x(t+

D t) = x(t) + (1/6) (s

1

+2s

2

+2s

3

+s

4

)

D t +O(

D t 5 ) s

1 s

2

= dx/dt

= dx/dt [w/ t=t+

D t/2, x = x(t)+s s

3 s

4

= dx/dt [w/ t=t+

D t/2, x = x(t)+s

= dx/dt [w/ t=t+

D t, x = x(t)+s

3

1

D t/2]

2

D t/2]

D t]

Very accurate but slow!

Algorithms for Molecular Dynamics

Verlet Algorithm: x(t+

D t) = x(t) + (dx/dt)

D t + (1/2) d 2 x/dt 2

D t 2 + ...

x(t -

D t) = x(t) - (dx/dt)

D t + (1/2) d 2 x/dt 2

D t 2 - ...

x(t+

D t) = 2x(t) - x(t -

D t) + d 2 x/dt 2

D t 2 + O(

D t 4 )

Efficient & Commonly Used!

Multiple Scale Simulation

Large Gear Drives Small Gear

G. Hong et. al., 1999

Nano-oscillators

Nanoscopic Electromechanical Device

(NEMS)

Zhao, Ma, Chen & Jiang, Phys. Rev. Lett. 2003

Computer-Aided Drug Design

Human Genome Project

GENOMICS

Computer-aided drug design

Chemical Synthesis

Screening using in vitro assay

Animal Tests

Clinical Trials

ALDOSE REDUCTASE

Diabetes

OH HO

O

HO OH HO

Aldose Reductase

HO

NADP

HO glucose

Glucose

OH

NADPH

HO

HO sorbitol

Sorbitol

OH

Diabetic

Complications

Inhibitor

Aldose Reductase

Design of Aldose Reductase Inhibitors

Descriptors:

Electron negativity

Volume

Database for Functional Groups

5.0

4.5

4.0

3.5

3.0

X

6'

7'

O

5'

HN

NH

NMe

O

8'

N

H

O

2.5

2.5

3.0

3.5

4.0

4.5

Fig 3 QSAR OF INHIBITOR CONCENTRATION OF INHIBITING AR Log(IC

50

)

0.8

0.7

0.6

0.5

0.4

0.3

0.2

0.1

0.0

X

6'

7'

O

5'

HN

NH

NMe

O

8'

N

H

O

-0.1

-0.1

0.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

Fig 2 QSAR OF LOWER THE SCIATIC NERVE SORBITOL LEVEL(%)

Possible drug leads: ~ 350 compounds

Aldose Reductase Active Site Structure

CYS298

TYP219

LEU300

Cerius2 LigandFit NADPH

TRP111

PHE122

HIS110

TRP20

TYR48

VAL47

LYS77

TRP79

To further confirm the AR-ARI binding,

We perform QM/MM calculations on drug leads.

CHARMM

5'-OH, 6'-F, 7'-OH

X

6'

7'

O

5'

HN

NH

NMe

O

8'

N

H

O

Binding energy is found to be –45 kcal / mol

Docking of aldose reductase inhibitor

Aldose reducatse

Inhibitor

(4R)-6’-fluoro-7’-hydroxyl-8’-bromo-3’-methylspiro-

[imidazoli-dine-4,4’(1’H)-quinazoline]-2,2’,5(3’H)-trione

Cerius2 LigandFit Hu & Chen, 2003

Interaction energy between ligand and protein

Quantum Mechanics/Molecular Mechanics

(QM / MM)

Hu & Chen, 2003

O

5'

HN

X

6'

7'

8'

N

H

NH

NMe

O

O a:Inhibitor concentration of inhibit Aldose Reductase; b: the percents of lower sciatic nerve sorbitol levels c: interaction with AR in Fig. 4

Our Design Strategy

QSAR determination & prediction (Neural Network)

Docking (Cerius2)

QM / MM (binding energy)

?

Software in Department

1. Gaussian

2. Insight II

CHARMm: molecular dynamics simulation, QM/MM

Profiles-3D: Predicting protein structure from sequences

SeqFold: Functional Genomics, functional identification of protein w/ sequence and structure comparison

NMR Refine: Structure determination w/ NMR data

3. Games

4. HyperChem

5. AutoDock (docking)

6. MacroModel

6. In-House Developed Software

LODERSTAR

Neural Network for QSAR

Monte Carlo & Molecular Dynamics

Lecture Notes for Physical Chemistry

Year 2

1.

Intermediate Physical Chemistry (CHEM2503) (Powerpoint format .ppt)

Year 3

1.

Advanced Physical Chemistry (Powerpoint format .ppt)

2.

Electronic Spectroscopy (Powerpoint format .ppt)

3.

Electronic Spectroscopy (assignment) (rar file)

Postgraduate Course

1.

Research Techniques in Chemistry (Powerpoint format .ppt)

Course Work Download Molecule

M.Sc Course

1.

Computational Modeling of Macromolecular Systems

(Powerpoint format .ppt) Download Molecule

HYPERCHEM Exercise

Part A: Study the electronic structure and vibrational spectrum of formaldehyde

Step 1: Build up the structure of the formaldehyde.

1.

Run HYPERCHEM software in the start menu.

2.

Double click the drawing tool to open the elements table dialogue box and select carbon atom.

Close the element table.

(Drawing tool)

3.

L-click the cursor on the workspace. A carbon atom will appear.

(Make sure drawing tool is selected. R-click on the atom if you want to delete it)

4.

Repeat (2) and choose oxygen instead of carbon. Move the cursor to the carbon centre and drag the

Formaldehyde

O

C

H

5.

L-click the bond between carbon and oxygen to create a double bond.

6.

L-click on Build in the menu bar and switch on ‘ add H & model build’ (i.e. make sure a tick appeared on the left of this function.).

Step 2: Optimize the structure using RHF and 6-31G* basis set.

7.

L-Click on Setup in the menu bar and L-click ab Initio;

L-Click on 6-31G*; then, L-Click on Options button;

Select RHF, set Charge to 0 and Multiplicity to 1 (default for charge 0);

L-Click OK buttons after modifications were done.

8.

L-Click on Compute in the menu bar and select Geometry Optimization;

Select Polak-Ribiere and set RMS gradient to 0.05 and max cycles to 60;

L-Click

OK button (The calculation will be started. Repeat the step till “Conv=YES” appears in the status line.).

Record the energy appeared in the status line

9.

L-Click on Compute in the menu bar and select Orbitals.

Record energy levels and point groups of required molecular orbitals (MO)

(Optional: You can draw the contour plot of the selected orbital and visualize the shape of the orbital.)

10. L-Click on Compute in the menu bar and select Vibrations.

11. L-Click on Compute in the menu bar and select Vibrational Spectrum.

Record the frequencies of different vibrational modes and their corresponding oscillator strengths.

(Optional: You can turn on animate vibrations, select any vibrational modes, and L-Click on OK button. The molecule begins to vibrate. To suspend the animation, L-Click on Cancel button.)

Part B: Molecular Dynamics of Tetrapeptide

1.

L-click Databases on the menu bar. Choose Amino Acids.

2.

Select Beta sheet.

3.

L-click Ala, Tyr, Asp and Gly to create tetrapeptide Ala-Tyr-Asp-Gly.

4.

L-click on rotate-out-of-plane tool and use it to rotate the molecule to a proper angle for observation and measurements.

(Rotate-out-of-plane tool)

5.

L-Click on Setup in the menu bar and L-click Molecular Mechanics;

L-Click on MM+;

L-Click OK buttons after modifications were done.

6.

L-Click on Compute in the menu bar and select Geometry Optimization;

7.

Record the total energies.

8.

L-Click on Compute in the menu bar and L-click Molecular Dynamics;

Run molecular dynamics at 0K and 300K with constant temperature.

Simulation Time: 1ps

9.

Record the total energies.

Part C: Molecular Dynamics of Ribosomal Protein

Procedures:

10.

Use a web-browser and Go to http://yangtze.hku.hk/lecture_notes.htm

.

11.

R-click the title labeled “Download molecule” and save it in a folder in your local disk (C:\).

12.

L-click on File in the menu bar and select open to load in the molecule.

(You should notify that this file has extension filename .ENT and is in PDB format.)

13.

L-click on rotate-out-of-plane tool and use it to rotate the molecule to a proper angle for observation and measurements.

(Rotate-out-of-plane tool)

14.

L-Click on Setup in the menu bar and L-click Molecular Mechanics;

L-Click on MM+;

L-Click OK buttons after modifications were done.

15.

L-Click on Compute in the menu bar and L-click Molecular Dynamics;

Run molecular dynamics at 300K with constant temperature.

Simulation Time: 1ps

16.

Record the total energy.

Download