basics of biomolecular force fields minimization and ... · remote_lecture1 author: david case...

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Molecular simulations of biomolecules Basics of biomolecular force fields minimization and dynamics CCB 550, Spring 2020

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Page 1: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Molecular simulations of biomoleculesBasics of biomolecular force fields

minimization and dynamics

CCB 550, Spring 2020

Page 2: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Quick update on course administration

I will post two recorded lectures per week on the coursewebsite; there will also be a PDF version of the slides for eachlecture.Due date for Homework #5 is extended to 30 March.Homework #6 will be posted on Wed., 25 March, due on 1AprilReading assignment is Chapter 2 in the Cramer bookInformation about your individual course projects will beposted this week as well.Please let me know if you are having problems! Beyond email,it seems easiest to use Skype (either one-on-one or in a groupsetting,) but I’m open to all suggestions about how best tocommunicate.

Page 3: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

1901 (and earlier?) ball and stick models

Page 4: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

1950s: wire models of proteins

Page 5: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

“Quantum” model of a molecule

- separate nuclei and electrons

- polarisation, electron transfer and correlation

- can specify electronic state

- can calculate formation energies

- can do chemistry (bond breaking and making)

- variationally bound

- computationally expensive

- typically ~10-100 atoms

- dynamics ~1 ps

QM MOLECULE

Nuclei

Electrons

Page 6: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

“Molecular mechanics” model of a molecule

- no explicit electrons, net atomic charges

- no polarisation, electron transfer or correlation

- conformational energies for ground state

- no chemistry

- semi-empirical force fields

- not variationally bound

- solvent and counterion representations

- typically ~1000-100000 atoms

- dynamics up to ~100 ns

Atoms

Bonds

MM MOLECULE

Page 7: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Some assumptions made when using force fields

Born-Oppenheimer approximationseparate nuclear and electronic dynamics

Additivityenergies and forces are sums of independent terms

Transferabilityatoms in similar but not identical environments make identical

energy contributions

Empiricalpre-choose functional forms; fit adjustable parameters to

match experiment or quantum chemistry results

Page 8: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

What does a force field look like?

V = Âbonds

Kb(b�beq)2+ Â

anglesKq (q �qeq)

2+ Âimpropers

Kww2

+ Âtorsions

Kf cos(nf)+ Ânonbonded pairs

⇢4e

⇣sr

⌘12�⇣sr

⌘6�+

qiqj

r

C

O

N

H

H

H

O

H

H

12

3

formamide

water

Page 9: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Lennard-Jones interactions:

Lennard-Jones energy curve

eij

Page 10: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Defining atom “types”: carbon atoms in proteins

C sp2 C carbonyl group

CA sp2 C pure aromatic (benzene)

CB sp2 aromatic C, 5&6 membered ring junction

CC sp2 aromatic C, 5 memb. ring HIS

CK sp2 C 5 memb.ring in purines

CM sp2 C pyrimidines in pos. 5 & 6

CN sp2 C aromatic 5&6 memb.ring junct.(TRP)

CQ sp2 C in 5 mem.ring of purines between 2 N

CR sp2 arom as CQ but in HIS

CT sp3 aliphatic C

CV sp2 arom. 5 memb.ring w/1 N and 1 H (HIS)

CW sp2 arom. 5 memb.ring w/1 N-H and 1 H (HIS)

C* sp2 arom. 5 memb.ring w/1 subst. (TRP)

AMBER parm94 C atom types

Page 11: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Defining atom “types”: hydrogen atoms in proteins

AMBER parm94 H atom types

H H bonded to nitrogen atoms

HC H aliph. bond. to C without electrwd.group

H1 H aliph. bond. to C with 1 electrwd. group

H2 H aliph. bond. to C with 2 electrwd.groups

H3 H aliph. bond. to C with 3 eletrwd.groups

HA H arom. bond. to C without elctrwd. groups

H4 H arom. bond. to C with 1 electrwd. group

H5 H arom. bond. to C with 2 electrwd. groups

HO hydroxyl group

HS hydrogen bonded to sulphur

HW H in TIP3P water

HP H bonded to C next to positively charged gr

Page 12: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Periodic boundary conditions

Page 13: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Periodic boundary conditions

Page 14: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Long- and short-range nonbonded terms:

Distance dependence

Electrostatic

Lennard-Jones

Page 15: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Basics of the Ewald approach to electrostatics

Page 16: Basics of biomolecular force fields minimization and ... · remote_lecture1 Author: David Case Created Date: 3/22/2020 9:09:25 PM

Example of explicit solvation setup