computer aided molecular design and information

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Computer Aided Molecular Design A Strategy for Meeting the Challenges We Face Rico Del Sesto, Liz Corbeil, Carolyn Mordas, Will Polkinghorn

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Page 1: Computer Aided Molecular Design and Information

Computer Aided Molecular Design

A Strategy for Meeting the Challenges We Face

Rico Del Sesto, Liz Corbeil, Carolyn Mordas, Will Polkinghorn

Page 2: Computer Aided Molecular Design and Information

Challenges

Bacterial Drug ResistanceNew Diseases (AIDS, HONTA, E. Coli)Agricultural Pest ControlEnvironmentally Benign SynthesisEnergy Efficiency (new catalysts)

Page 3: Computer Aided Molecular Design and Information

An Organized Guide

Build Chemical InsightDiscover new moleculesPredict their properties

Page 4: Computer Aided Molecular Design and Information

CAMD

Disciplines InvolvedNatural Products ChemistryStructure-FunctionComputer Aided Molecular DesignInformation Rich Curriculum

Page 5: Computer Aided Molecular Design and Information

Working at the Intersection

Structural BiologyBiochemistryMedicinal ChemistryToxicologyPharmacologyBiophysical ChemistryNatural Products ChemistryChemical EcologyInformation Technology

Page 6: Computer Aided Molecular Design and Information

Structural Biology

Fastest growing area of biology

Protein and nucleic acid structure and function

How proteins control living processes

Page 7: Computer Aided Molecular Design and Information

Medicinal Chemistry

Organic ChemistryApplied to diseaseExample: design new

enzyme inhibitor drugs

doxorubicin (anti-cancer)

Page 8: Computer Aided Molecular Design and Information

Pharmacology

Biochemistry of Human Disease

Different from Pharmacy: distribution of pharmaceuticals, drug delivery systems

Page 9: Computer Aided Molecular Design and Information

New Ideas From Nature

Natural Products Chemistry

Chemical EcologyDuring the next two

decades: the major activity in organismal biology

Examples: penicillin, taxol (anti-cancer)

Page 10: Computer Aided Molecular Design and Information

Structure Query

O

Rn

Rn

Page 11: Computer Aided Molecular Design and Information

Bell’s Organic Data Base

O

<2.2 - 2.4>

<1.6 - 2.0>

<1.6 - 2.0>

<2.2 - 2.4>

<1.6 - 2.0>

<1.01>

3-METHYCYCLOHEXANONE

1488

C

7

H

1

2

O

m.p. 999

b.p. 163

nd201.4450

d 0.91

irrefF1-433C

nmrrefA1-395B

uvref uv solvent 0

uv freq/absorptivity

0

0

0

0.0

0.0

0.0

Wt 112.17

mass spec peaks112

55

56

69

msref 8PI

propref A2

Page 12: Computer Aided Molecular Design and Information

Spectroscopic Properties Data Bases

Harold M. Bell , Virginia Polytech.5,000 compounds ( ISIS, WWW)

CRC Properties of Organic Compounds28,000 (Windows)

NIST WebBook Gas Phase IR, MS(WWW)

Aldrich, other commercial databases

Page 13: Computer Aided Molecular Design and Information

Working at the IntersectionStructural BiologyBiochemistryMedicinal ChemistryToxicologyPharmacologyBiophysical ChemistryNatural Products ChemistryChemical EcologyInformation Technology

Page 14: Computer Aided Molecular Design and Information

Principles

Structure-Function RelationshipsBinding

Step 1: Biochemical MechanismStep 2: Understand and control

macromolecular binding

Page 15: Computer Aided Molecular Design and Information

Binding

Binding interactions are how nature controls processes in living cells

Enzyme-substrate binding leads to catalysis

Protein-nucleic acid binding controls protein synthesis

Page 16: Computer Aided Molecular Design and Information

Principles

Structure-Function RelationshipsBinding

Understand and control binding ->diseaseMolecular Recognition

How do enzymes recognize and bind the proper substrates

Guest-Host ChemistryMolecular Recognition in Cyclodextrins

Page 17: Computer Aided Molecular Design and Information

Hosts: β− cyclodextrin

O

HO

O

OH

OH

O

HO

O

HO

OH

O

HO

OHO

OH

O

HOO HO

OH

O HO

O

HO

HO

O

HO

O

OH

HO

O

HO

OOH

HO

Page 18: Computer Aided Molecular Design and Information

Hexasulfo-calix[6]arenes

O

H

O

H

O

H

O

H

O

H

O

H

S

S

S

S

S

S

O

O

O

O

O

O

O

O

O

O

O

O

O

O

O

O

O

O

Page 19: Computer Aided Molecular Design and Information

Molecular Design

Originated in Drug DesignAgricultural, Veterinary, Human HealthGuest - Host ChemistryLigands for Inorganic ComplexesMaterials Science

Polymer ChemistrySupramolecular ChemistrySemi-conductors, nonlinear phenomena

Page 20: Computer Aided Molecular Design and Information

CAMD

Computational techniques to guide chemical intuition

Design new hosts or guestsEnzyme inhibitorsClinical analytical reagentsCatalysts

Page 21: Computer Aided Molecular Design and Information

Information Technology

Chemical Abstracts Service registered over one million new compounds last year

Expected to increase every yearNeed to know the properties of all known

compounds:pharmaceutical lead compoundsenvironmental behavior

Page 22: Computer Aided Molecular Design and Information

Information Technology

Store and Retrieve Molecular Structures and PropertiesEfficient Retrieval Critical StepMulti-million $ industryPharmaceutical Industry

$3-$5 million to bring a new drug to marketNeed to find accurate informationShorten time to market, minimize mistakes

Page 23: Computer Aided Molecular Design and Information

High Throughput Screening

Test 10,000-100,000’s of compoundsRobotics

IndividuallyPfizer: 250,000 libraryCompact shelving

Combinatorial ChemistryParallelCleverly prepared mixturesRecover most active compounds

Page 24: Computer Aided Molecular Design and Information

CAMD Steps

Determine Structure of Guest or HostBuild a model of binding siteSearch databases for new guests (or

hosts)Dock new guests and binding sitesPredict binding constants or activitySynthesize guests or hosts

Page 25: Computer Aided Molecular Design and Information

Acetylcholine Esterase

Neurotransmitter recycling

Design drug that acts like nicotinamide

Page 26: Computer Aided Molecular Design and Information

Acetylcholine Esterase

Brookhaven protein database

Human disease- molecular biology databasesSWISS-PROTOMIMGenBankMEDLINE

Page 27: Computer Aided Molecular Design and Information

Structure Searches

2D Substructure searches3D Substructure searches3D Conformationally flexible searches

cfs

Page 28: Computer Aided Molecular Design and Information

2D Substructure Searches

Functional groupsConnectivity

Halogen substituted aromatic and a carboxyl group

[

F

,

C

l

,

B

r

,

I

]

O

O

Page 29: Computer Aided Molecular Design and Information

2D Substructure Searches

Query:Halogen substituted

aromatic and a carboxyl group

N

O

O

Cl

O

O

Cl

N

N

N

O

O

F

F

O

F

O

O

N

I

O

N

Page 30: Computer Aided Molecular Design and Information

3D Substructure Searches

Spatial RelationshipsDefine ranges for

distances and anglesStored conformation

usually lowest energy

C

(

u

)

O

(

s

1

)

O

(

s

1

)

A

A

[

O

,

S

]

O

3.6 - 4.6 Å

3.3 - 4.3 Å

6.8 - 7.8 Å

Page 31: Computer Aided Molecular Design and Information

3D Structural Databases

Compendium of Medicinal Chemistry6,000 (ISIS)

NCI-3D Chemotherapy Screening250,000 (WWW)

Cambridge Structural Database X-ray128,000 (Quest, ISIS)

CRC Properties of Organic Compounds28,000 (Windows, Microsoft Access)

Page 32: Computer Aided Molecular Design and Information

Conformationally Flexible Searches

Rotate around all freely rotatable bonds

Many conformationsLow energy penaltyGet many more hitsGuests adapt to hosts

and Hosts adapt to guests

O

Cl

H

O

Cl

H

3.2Å

4.3Å

Page 33: Computer Aided Molecular Design and Information

Guest-Host Chemistry

N

N

S

N

N

N

N

N

S

N

N

N

S

N

N

S

N

O

O

Pepcid

Tagamet

N

S

N

S

N

N

N

+

O

O

Axid

O

N

S

N

N

N

+

O

O

Zantac

Page 34: Computer Aided Molecular Design and Information

Binding Site Model

Using experimental binding constantsBuild interaction model of host binding

siteUse 3D database searching to find

other good guests

Page 35: Computer Aided Molecular Design and Information

Nizatidine-Guests

N

O

H

C

H

3

O

H

O

H

pyridoxine (Vitamin B6)

N

N

N

N

O

C

H

3

O

C

H

3

C

H

3

caffeine

N

H

N

H

N

H

2

O

O

luminol

O

H

O

H

O

H

pyrogallol

O

H

O

H

O

H

O

H

O

H

O

H

sorbitol

N

H

2

O

O

phenylalanine

N

H

2

O

N

O

H

tryptophan

Page 36: Computer Aided Molecular Design and Information

Binding Model

Page 37: Computer Aided Molecular Design and Information

Pharmacophore

O

H

O

H

6.52 - 7.52 Å

32.8 - 52.8 °

Page 38: Computer Aided Molecular Design and Information

Computer Aided Molecular Design

Quantitative Structure Activity Relationships- QSAR

Quantitative Structure Property Relationships- QSPR

Page 39: Computer Aided Molecular Design and Information

Structure-Activity Relationships

Determine binding constantsNMRFluorescenceUV/VisibleTitration CalorimetryHPLC

Page 40: Computer Aided Molecular Design and Information

QSAR

Uncover important factors in chemical reactivity

Based on Hammett Relationships in Organic Chemistry

Medicinal ChemistryGuest-Host ChemistryEnvironmental Chemistry

Page 41: Computer Aided Molecular Design and Information

pKa Substituted Benzoic Acids

log Ka - log KaH = σK aH is the reference compound-

unsubstituted

-0.6-0.4-0.2

00.20.40.60.8

1

-1 -0.5 0 0.5 1sigma

log Ka

O

O

H

R1

Page 42: Computer Aided Molecular Design and Information

Hammett σ ConstantsGroup σp σm-NH 2 -0.57 -0.09-OH -0.38 0.13-OCH3 -0.28 0.10-CH 3 -0.14 -0.06-H 0 0-F 0.15 0.34-Cl 0.24 0.37-COOH 0.44 0.35-CN 0.70 0.62-NO 2 0.81 0.71

Page 43: Computer Aided Molecular Design and Information

Growth Inhibition for Hamster Ovary Cancer Cells

N

(CH2CH2Cl)2R

y = -2.5 σ - 0.21R2 = 0.97

-2.5

-2

-1.5

-1

-0.5

0

0.5

1

1.5

-1 -0.5 0 0.5 1

σ

log(1/IC50)

-NO2

-NH3+

Page 44: Computer Aided Molecular Design and Information

QSAR Descriptors and Datasets

MedChem Project- Pomona CollegeLeo HanschWWW versionCurriculum materials

Page 45: Computer Aided Molecular Design and Information

Reaction Databases

600,000 chemical reactionsSynthetic routesChemInform - ReactsAccess by substructure and bond

rearrangmentsMost used database by students

Page 46: Computer Aided Molecular Design and Information

Information Rich Curriculum

Independent and CreativeGather Information EfficientlyJudge the Quality of the InformationUse information to Form Policies and

Make Decisions

Page 47: Computer Aided Molecular Design and Information

Information Rich Curriculum

Massive amount of informationDatabase technologyCentral to mission of the courseStudents are active participants

Gathering and Assessing QualitySimulation