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Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith Hospital Imperial College London

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Page 1: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Tim Aitman

1st Imperial BHF Symposium, June 5th 2009

PROFITING FROM GENOMICS

Physiological Genomics and MedicineMRC Clinical Sciences CentreHammersmith HospitalImperial CollegeLondon

Page 2: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Mendelian traits Complex Traits

1980 1985 1990 1995 2000

Identification of Genes underlying Mendelian and Complex Traits

1980-2002

Glazier, Nadeau, Aitman, Science, 2002

Mendelian traits

All complex traits

Human complex traits

Page 3: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Published Genome-Wide Associations through 3/2009, 398 published GWA at p < 5 x 10-8 NHGRI GWA Catalog

www.genome.gov/GWAStudies

Page 4: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Most GWAS SNPs have very low odds ratios

Page 5: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

March, 2009

Page 6: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• Genome-wide association studies have

dramatically advanced our understanding

of the molecular genetic basis of common

human diseases, and potentially disease

prediction

• But do genomic approaches have any

relevance to drug discovery pipelines?

CONCLUSION

Page 7: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• Statins

• Thiazolidinediones

• Angiotensin receptor blockers in Marfan

Syndrome

Three drug discovery stories

• Genomic approaches to understanding

cardiovascular phenotypes

Page 8: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 9: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 10: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Statins and the cholesterol synthesis pathway

Page 11: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Prior to loss of patent protection (2006),the statin market was worth over

16 billion dollars

Page 12: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Could genomics have helped

discover the target of the

statins?

Page 13: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Nature Genetics, 2008

Page 14: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Kathiresan et al, Nat Genet, 2008

Page 15: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• Development of statins followed the

discovery of the LDL receptor as a cause of

familial hypercholesterolaemia, and HMG CoA

reductase as the rate-limiting enzyme in

cholesterol synthesis

• Thirty years later, GWAS identifies SNPs in

HMG CoA reductase (and other genes) as

(minor) cause of hypercholesterolaemia

CONCLUSION

Page 16: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 17: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 18: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Could genomics have helped

discover the target of the

TZD’s?

Page 19: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 20: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• TZD’s were developed through the classical

drug discovery pipeline

• The target of the TZD’s (Ppar) is a genetic

risk factor for type 2 diabetes

CONCLUSION

Page 21: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Michael Phelps

Marfan Syndrome

Page 22: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Arachnodactyly

Lens dislocation

Dissection of aorta

Marfan – clinical features

Page 23: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Nature 1991

Page 24: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Overactive TGF- in Marfan mice

Anti TGF- neutralising antibodies reduce lung lesions

Page 25: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 26: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith
Page 27: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• Positional cloning of the Marfan gene, and

study of disease mechanism in a mouse

model led to rational development of a new

treatment for this rare, single gene disorder

CONCLUSION

Page 28: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Genomic approaches to identification

of new genes underlying complex

cardiovascular traits

Page 29: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

QTL Plots of Chromosome 4 for Defects in Insulin Action and Fatty

Acid Metabolism

0

2

4

6

8Lod

0

1

2

3

4

Wox21Ae2

Arb13Il6

Wox7Mgh4

Mgh17 Mgh8

10 cM

Ae2Arb13Il6

Wox7Wox21Mgh4

Mgh17 Mgh8

10 cM

F2 cross Backcross

Aitman et al, Nature Genet 1997

Identification of Cd36 as SHR Insulin Resistance Gene

+

Microarray to Detect Differential Gene Expression between Tissues from

Affected and Control Animals

Aitman et al, Nature Genet 1999

Integrated DNA microarray and linkage analysis in the spontaneously hypertensive rat

Page 30: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Can integrated genomic approaches give insights into gene function at the

level of the genome?

Page 31: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

eQTL datasets generated in the BXH/HXB RI strains

eQTL mapping(~1,000 microsatellites and ~2,000 SNPs)

FatAorta Skeletal muscleLiverLeft ventricle

Nu

mb

er o

f eQ

TL

s

Tissue

Genome-wide significance

fat LVadrenal aortakidney liver SKM0

1000

2000

3000

4000

5000

6000

0.050.010.0010.00010.000010.000001

Page 32: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Peak LOD 4.0

Previous linkage analysis showed chromosome 17

QTL regulating left ventricular mass in SHR

Page 33: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

A cluster of cis-eQTL genes on chromosome 17 shows striking correlation with Left Ventricular Mass

Petretto, Cook

Page 34: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Peak LOD 4.0

Hbld2 Ogn

Two cis-eQTL genes reside within 1-Lod support

interval for the chromosome 17 LV mass QTL

Page 35: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Ogn regulates heart mass in the mouse

LV

M (

%)

Baseline Hypertrophic stimulation

Ogn-/-

Ogn+/-

Ogn+/+

Ogn-/-

Ogn+/-

Ogn+/+

0.0

0.1

0.2

0.3

0.4

0.5

** *

ns ns

Page 36: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Probeset ID Gene title Gene name Fold

change1 FDR (%)2

Correlation with LVMI3

P-value of correlation

218730_s_at Osteoglycin OGN 1.8 2.8 0.62 8E-04

208370_s_at Down syndrome critical region 1 DSCR1 2.0 1.4 0.61 9E-04

207173_x_at Cadherin 11, type 2, CDH11 1.8 2.8 0.54 4E-03

204472_at GTP binding protein GEM 2.7 1.4 0.53 5E-03

205841_at Janus kinase 2 JAK2 2.1 2.1 0.53 6E-03

219087_at Asporin ASPN 2.6 1.4 0.52 7E-03

213765_at Microfibrillar associated protein 5 MFAP5 2.2 1.4 0.51 7E-03

203570_at Lysyl oxidase-like 1 LOXL1 1.7 1.4 0.51 7E-03

209101_at Connective tissue growth factor CTGF 3.0 1.4 0.51 8E-03

213764_s_at Microfibrillar associated protein 5 MFAP5 1.8 1.4 0.51 8E-03

211161_s_at Collagen, type III, alpha 1 COL3A1 3.2 1.4 0.50 9E-03

205478_at Protein phosphatase 1subunit 1A PPP1R1A -1.6 1.4 -0.59 2E-03

210096_at Cytochrome P450, family 4 CYP4B1 -1.5 2.8 -0.60 1E-03

213524_s_at G0/G1switch 2 G0S2 -2.1 1.4 -0.60 1E-03

TGFbeta / fibroblast

Ogn is most strongly correlated with LVM in humans out of ~22,000 possible transcripts

Cook, Petretto, Pinto

Page 37: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

0 2 4 6 8 10 12 140

25

50

75

100

Su

rviv

al (

%)

Days post-MI

WT (n=9)

Ogn -/- (n=17)

Ogn deletion predisposes to cardiac rupture post-MI

Stuart Cook

Page 38: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Nature Genetics – Rat Focus IssueMay 2008

Page 39: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

TranscriptionFactor activity

eQTL

GO:0002376 7.5 x 10-12 immune system

GO:0006955 2.1 x 10-11 immune response

Enriched in inflammatory response genes

Posterior probability for non-zero edge = 0.95

Identification of inflammatory network in rat heart

Corresponding network now replicated in human monocytes

Inflammatory Network Rat heart

Page 40: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

Generation of SHR Genome Sequence by short-read sequencing

• Paired-end sequence, Illumina GAII

• Mapped to BN reference sequence – MAQ 0.6.6

• 78 lanes, 11 x coverage

• SNP calling– 3 or more reads, MAQ score>30– 3.1 Million SNPs– 436K short indels (1-5bp)– 22K indels (5bp-1Mbp)

Aitman, Cook, PravenecBirney, Flicek, Hubner, Cuppen, Kurtz, Jones

Page 41: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

EURATRANS – building a multimodality phenotypic model

Page 42: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

• High throughput and integrative genomic

techniques are increasing our understanding of

the molecular pathogenesis of common

diseases

• Multiple types of genome-wide data, together

with informatics and modelling stand to identify

new preventive strategies, including new

approaches to screening and new drug targets

CONCLUSION

Page 43: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith

ACKNOWLEDGEMENTS

IC/Clinical Sciences CentreEnrico PetrettoSantosh AtanurLaurence GameStuart Cook Terry CookJames Scott

FundingBHFMRCWellcomeEU FP6Leducq Foundation

Prague/San FranciscoMichal Pravenec

Vladimir Kren

Ted Kurtz

Berlin/UtrechtNorbert Hübner/Edwin Cuppen

OxfordJonathan Flint

VancouverSteve Jones

EBIEwan Birney, Xose Fernandez

Paul Flicek

Page 44: Tim Aitman 1 st Imperial BHF Symposium, June 5 th 2009 PROFITING FROM GENOMICS Physiological Genomics and Medicine MRC Clinical Sciences Centre Hammersmith