61
Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering Indian Institute of Technology, Kanpur Understanding Molecular Simulations: Theory and Applications UMS2010 11 th November 2010

Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Embed Size (px)

Citation preview

Page 1: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Molecular Simulations: Applications in Biology

Structure of Biomolecules: An Overview

Dr. R. SankararamakrishnanDepartment of Biological Sciences & Bioengineering

Indian Institute of Technology, Kanpur

Understanding Molecular Simulations: Theory and Applications UMS2010

11th November 2010

Page 2: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Outline of this talk

What are Biomolecules?Significance of knowing the structure of a biomolecule?

Why simulate a biomolecule?

What is the current status?

Biomolecular simulation: An

example

Page 3: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Biopolymers Building Blocks

Proteins Amino acids

Nucleic acids Nucleotides

Carbohydrates Sugars

Lipids Fatty acids

Page 4: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Trypsin, Chmytrypsin – enzymes

Hemoglobin, Myoglobin – transports oxygen

Transferrin – transports iron

Ferritin – stores iron

Myosin, Actin – muscle contraction

Collagen – strength of skin and bone

Rhodopsin – light-sensitive protein

Acetylcholine receptor – responsible for transmitting nerve impluses

Antibodies – recognize foreign substances

Repressor and growth factor proetins

Proteins play crucial roles in all biological processes

Page 5: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Proteins are made up of 20 amino acids

NH2

H C COOH

R

R varies in size, shape, charge, hydrogen-bonding capacity and chemical reactivity.

Only L-amino acids are constituents of proteins

Page 6: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

No

np

olar an

d h

ydro

ph

ob

ic

AcidicBasic

Page 7: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

20 amino acids are linked into proteins by peptide bond

Page 8: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Peptide bond has partial double-bonded character and its rotation is restricted.

Page 9: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Polypeptide backbone is a repetition of basic unit common to all amino acids

Page 10: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Frequently encountered terms Frequently encountered terms in protein structurein protein structure

•Backbone

•Side chain

•Residue

Page 11: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering
Page 12: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

A Ala alanine

C Cys cysteine

D Asp aspartic acid

E Glu glutamic acid

F Phe phenylalanine

G Gly glycine

H His histidine

I Ile isoleucine

K Lys lysine

L Leu leucine

M Met methionine

N Asn asparagine

P Pro proline

Q Gln glutamine

R Arg arginine

S Ser serine

T Thr threonine

V Val valine

W Trp tryptophan

Y Tyr tyrosine

One letter and three-letter codes for amino acids

Page 13: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Proteins can exist in two types of environments

Globular proteins

Membrane proteins – Dr. Satyavani

Page 14: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Each protein has a characteristic three-dimensional structure which is important for

its function

Page 15: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Protein Structure: Four Basic Levels

Primary Structure

Secondary Structure

Tertiary Structure

Quaternary Structure

Page 16: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering
Page 17: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Protein – Primary Structure

•Linear amino acid sequence•Determines all its chemical and biological properties•Specifies higher levels of protein structure (secondary, tertiary and quaternary)

Most proteins contain between ~200 to ~500 residues

Page 18: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

SETVPPAPAASAAPEKPLAGKKAKKPAKAAAASKKKPAGPSVSELIVQAASSSKERGGVSLAALKKALAAAGYDVEKNNSRIKLGIKSLVSKGTLVQTKGTGASGSFKLNKKASSVETKPGASKVATKTKATGASKKLKKATGASKKSVKTPKKAKKPAATRKSSKNPKKPKTVKPKKVAKSPAKAKAVKPKAAKARVTKPKTAKPKKAAPKKK

Histone (human)

MNGTEGPNFYVPFSNATGVVRSPFEYPQYYLAEPWQFSMLAAYMFLLIVLGFPINFLTLYVTVQHKKLRTPLNYILLNLAVADLFMVLGGFTSTLYTSLHGYFVFGPTGCNLEGFFATLGGEIALWSLVVLAIERYVVVCKPMSNFRFGENHAIMGVAFTWVMALACAAPPLAGWSRYIPEGLQCSCGIDYYTLKPEVNNESFVIYMFVVHFTIPMIIIFFCYGQLVFTVKEAAAQQQESATTQKAEKEVTRMIIMVIAFLICWVPYASVAFYIFTHQGSNFGPIFMTIPAFFAKSAAIYNPVIYIMMNKQFRNCMLTTICCGKNPLGDDEASATVSKTETSQVAPA

Rhodopsin (human)

Page 19: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Thrombin

Heavy chain:IVEGSDAEIGMSPWQVMLFRKSPQELLCGASLISDRWVLTAAHCLLYPPWDKNFTENDLLVRIGKHSRTRYERNIEKISMLEKIYIHPRYNWRENLDRDIALMKLKKPVAFSDYIHVCLPDRETAASLLQAGYKGRVTGWGNLKETWTANVGKGQPSVLQVVNLPIVERPVCKDSTRIRITDNMFCAGYKPDEGKRGDACEGDSGGPFVMKSPFNNRWYQMGIVSWGEGCDRDGKYGFY THVFRLKKWIQKVIDQFGE

Light Chain: TFGSGEADCGLRPLFEKKSLEDKTERELLESYIDGR

Page 20: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Thrombin Structure

Page 21: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Thrombin Structure

Page 22: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Primary to Secondary structure

Importance of Dihedral Angle

Page 23: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Dihedral angles , and

Page 24: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

= 180; = 180 = 0; = 0

Page 25: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering
Page 26: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Limiting distances for various interatomic contacts

Types of contact Normal Limit Extreme Limit

H…H 2.0 1.9

H…O 2.4 2.2

H…N 2.4 2.2

H…C 2.4 2.2

O…O 2.7 2.6

O…N 2.7 2.6

O…C 2.8 2.7

N…N 2.7 2.6

N…C 2.9 2.8

C…C 3.0 2.9

C…C(H) 3.2 3.0

C(H)…C(H) 3.2 3.0

Ramachandran & Sasisekharan (1968) Adv. Protein Chem.

Page 27: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering
Page 28: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Ramachandran PlotData from 500 high-resolution proteins

Page 29: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Secondary Structure-helix

Page 30: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

-helix

3.6 residues per turnTranslation per residue 1.5 ÅTranslation 5.4 Å per turnC=O (i) … H-N (i+4) = -57°; = -47° (classical value) = -62°; = -41° (crystal structures)Preference of residues in helixCan proline occur in a helix? Average helix length ~ 10 residues

Page 31: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Antiparallel -sheet

Page 32: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Parallel -sheet

Page 33: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

-strand

Polypeptide fully extended2.0 residues per turnTranslation 3.4Å per residueStable when incorporated into a -sheetH-bonds between peptide groups of adjacent strandsAdjacent strands can be parallel or antiparallel

Page 34: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Turns

Secondary structures are connected by loop regionsLengths vary; shapes irregularLoop regions are at the surface of the moleculeRich in charged and polar hydrophilic residuesRole: connecting units; binding sites; enzyme active sitesLoops are often flexible; adopt different conformations

-turns: Type I, Type II etc.-turns; classical, inverse

G.D. Rose et al., Adv. Protein Chemistry 37 (1989) 1-109

Page 35: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Structure Determination: Experimental Methods

http://www.uni-duesseldorf.de/home/Fakultaeten/math_nat/Graduiertenkollegs/biostruct/Research/BioStruct_Groups/AG_Groth/expertise.html

X-ray crystallography

NMR

http://www.dbs.nus.edu.sg/staff/henry.htm

Page 36: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering
Page 37: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Growth of Protein Data Bank

http://www.pdb.org26,880 structures (24/8/2003)32,355 structures (25/8/2005)38,198 structures (15/8/2006)45,055 structures (7/8/2007)52,402 structures (12/8/2008)59,330 structures (7/8/2009)67,131 structures (10/08/2010)

Page 38: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Motifs

Page 39: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Main Classes of Protein Structures

domains

domains

/ domains

+ domains

Disulfide bonds/metal atoms

-helices

Antiparallel -sheets

Combinations of -- motifs

Discrete and motifs

Page 40: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Coiled-coil

Four-helix bundle

Large alpha-helical domain

Globin fold

Alpha-domain

Page 41: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

TIM-barrel

Rossman fold

Horseshoe fold

α/β structures

Page 42: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Up-and-down beta-barrel

Greek-keyBeta-helix

β-domain

Page 43: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Is knowledge of 3-D structure enough to understand the function?

What we don’t know?

Page 44: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Example 1: Myoglobin

Breathing motions in myoglobin opens up pathways for oxygen atoms to enter its binding site or diffuse out

Page 45: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Example 2: Rhodopsin

GPCRs like rhodopsin undergo conformational changes during signal transduction

Page 46: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Example 3: Calmodulin

Largest ligand-induced interdomain motion known in proteins

Page 47: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Example 4: Hemagglutinin

Hemagglutinin from influenza virus undergoes large conformational changes

At low PH, the N-terminal helix moves 100 Å to bring the fusion peptide closer to the host cell membrane

Branden & Tooze

Page 48: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Experimentally determined structures are static

They represent the average structure of an ensemble of structures

They do not provide the dynamic picture of a biomolecule

Molecular dynamics is one way to understand the conformational flexibility of a biomolecule and its functional relevance

Why Molecular Dynamics?

Page 49: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

•Local Motions (0.01 to 5 Å, 10-15 to 10-1 s) •Atomic fluctuations •Sidechain Motions •Loop Motions

•Rigid Body Motions (1 to 10Å, 10-9 to 1s) •Helix Motions •Domain Motions (hinge bending) •Subunit motions

•Large-Scale Motions (> 5Å, 10-7 to 104 s) •Helix coil transitions •Dissociation/Association •Folding and Unfolding

Biological molecules exhibit a wide range of time scales over which specific processes

http://cmm.info.nih.gov/modeling/guide_documents/molecular_dynamics_document.html

Page 50: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Potential Energy Function (Equations)

• Potential Energy is given by the sum of these contributions:

)](cos1[)(

)()(

02

0

20

20

nAk

kllkRV

torsions

n

impropers

anglesbonds

lbonded

ijr

ji

ij

ij

ij

ij

ji

nonbonded r

qq

r

r

r

rijRV

0

6min

12min

4])(2)[(()(

Page 51: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Calculate Energy ‘E’ using the potential Energy function

Calculate Force by differentiating the potential Energy

Calculate Acceleration ‘a’ using Newton’s second Law

Calculate Velocity at a later time ‘t+dt’

Calculate Position at a later time ‘t+dt’

Calculate Energy at new position.

Create a Trajectory by repeating the above steps ‘n’ number of times.

Molecular Dynamics

http://cmm.info.nih.gov/modeling/guide_documents/molecular_dynamics_document.html

Page 52: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Some Popular Simulation Force Fields

AMBER (Assisted Model Building with Energy Refinement)

CHARMm (Chemistry at HARvard Macromolecular Mechanics)

CVFF (Consistent-Valence Force Field)

GROMOS (GROningen MOlecular Simulation package)

OPLS (Optimized Potentials for Liquid Simulations)

Page 53: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

First Biomolecular simulation was performed in 1977

Page 54: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Complete virus: 1 million atoms(Freddolino et al., 2006)

Arrays of light-harvesting proteins – 1 million atoms (Chandler et al., 2008)

Simulations reaching the million-atom mark

BAR domain proteins – 2.3 million atoms (Yin et al., 2009)

The flagellum – 2.4 million atoms (Kitao et al., 2006)

Page 55: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Gumbart et al. (2009)

2.7 million atoms

50 ns simulation

MD of protein-conducting channel bound to ribosome

Largest system simulated to date

Bacterial ribosomes are important targets for antibiotics

Page 56: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Biomolecular structures should be simulated under native environment

Simulation conditions should be similar to that observed under physiological conditions

Page 57: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Bcl-XL-Bak

340 nm

Bcl-XL-Bad

0.6 nm

Bcl-XL-Bim

9.2 nm

Bcl-XL protein has different affinities for different BH3 pro-apoptotic peptides

What are the factors that contribute to the different affinities of Bcl-XL?

Page 58: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

RMSD Analysis

Lama and Sankararamakrishnan, Proteins (2008)

Page 59: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Distance between helix H3 and the BH3 peptide

Bak peptide moves away from helix H3 Lama and Sankararamakrishnan, Proteins

(2008)

Page 60: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Protein-peptide interactions

Lama and Sankararamakrishnan, Proteins (2008)

Page 61: Molecular Simulations: Applications in Biology Structure of Biomolecules: An Overview Dr. R. Sankararamakrishnan Department of Biological Sciences & Bioengineering

Anjali Bansal

Dilraj Lama

Alok Jain

Tuhin Kumar Pal

Priyanka Srivastava

Vivek Modi

Ravi Kumar Verma

Krishna Deepak

Phani Deep

DST, DBT, CSIR, MHRD

Acknowledgements