Top Banner
Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE
31

Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Dec 26, 2015

Download

Documents

Marjory Gibbs
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Bernard KeavneyInstitute of Human GeneticsUniversity of Newcastle, UK.

Recent developments in genetic epidemiology relevant to PURE

Page 2: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Objectives

• Brief revision of some genetic “basics”

• Developments 2003-2005 in genetic markers and genotyping technology

• Ethnicity, genetic variation and disease

• The potential impact of rare variants on common diseases: epidemiological and technological challenges.

Page 3: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Monogenic HCM, LQTS(disease genes)

Genetic contribution to cardiovascular diseases

genes

environment

(large-effect susceptibility genes)

oligogenic

Non-genetic

Congenital HD

Hypertension

T II DM

Atherosclerosis

(small-effect susceptibility genes)

polygenic

Page 4: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.
Page 5: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Common variants which affect human diseases

• HLA: Autoimmunity and infection• APOE4: Alzheimer’s, CHD, lipids• FV Leiden: Venous thrombosis• PPARG: Type II Diabetes• KCJN11: Type II Diabetes• PTPN22: RhA, Type 1 Diabetes• Insulin: Type I Diabetes• NOD2: Crohn’s disease• CF-H: Age-related MD• RET: Hirschprung disease

Page 6: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Candidate gene association studies: a uniquely non-replicable area of science

• Six of 166 replicated in >75% of studies (4%)*

• Study sizes too small• Statistical significance levels not

stringent enough• Meta-analyses: problem of publication

bias• Most conducted in urban Western

Caucasian populations• Minimal environmental heterogeneity

within individual studies• Minimal amount of “gene space” tested

*Hirschhorn et al. Genet. Med. 2002

Page 7: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Genome figures

• The human genome: 3,200,000,000 base pairs• 5% gene coding regions (1% expressed sequence)• Noncoding regulatory elements are situated near genes

• 20,000 genes• Any two genomes: 99.9% identical

• 3.2M differences between any two individuals

• 11,000,000 sites vary in at least 1% of the world’s population (Polymorphisms)

• Every site compatible with life has been mutated several times in this generation alone

Page 8: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Single nucleotide polymorphisms (SNPs): the mapping tool for association studies

CAACTGTGTAGGTTGAG

CAACTGTGTTGGTTGAG

Between 2000 and 2005 10 million SNPs have been identified.

For mapping, focus hitherto on common SNPs (MAF > 0.05): ancient power to detect given effect greater90% of human variation is due to common allelesMost common variants are found in all world populationsTechnology to find rare variants has not been available thus far

Expect one common SNP every ~600 bpTotal of 7M genomewide……Which ones to type? And how many?

Coding (amino acid change)Minority

NoncodingSome regulatory

Page 9: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

SNPs in dbSNP 2000-2005

Page 10: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

The degree of association between a disease allele and a marker allele

determines power

Disease

Causal SNP

Marker SNP

Testing two associations in one.

D H D H

A B B A

The arrangement of two or more alleles on a chromosome is called a haplotype

Locus 1

Locus 2

Page 11: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

The degree of association between a disease allele and a marker allele

determines power

Disease

Causal SNP

Marker SNP

Testing two associations in one.

D H D H

A B B A

The arrangement of two or more alleles on a chromosome is called a haplotype

Locus 1

Locus 2

Page 12: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

M D

M D DM DD

after n generations

M DD M M D

Chromosomes are mosaics reflecting ancestral haplotypes

Page 13: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

ACE gene diagram

Position of 10 polymorphisms typed at the ACE locus210 haplotypes could be generated from these genotypes

Page 14: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

T A T A T C G I A 3

T A T A T T G I A 3

T A T A T C A I A 3

C C C T C C A D G 2

C C C T C C G D G 2

C A D G 2T A C A T

C A D G 2T A T A T

.

Clade A Clade B

Clade C

X

Keavney et al 1998

Page 15: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Oct 2005: Characterisation of most of the common genetic variation present genomewide in four world populations

Page 16: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

HapMap project

• Phase I: 1 common SNP (MAF>0.05) every 5 Kb in 269 DNA samples (1 million SNPs)

• Yoruba from Ibadan, Nigeria• European ancestry from Utah, US• Han Chinese from Beijing• Japanese from Tokyo

• 10 x 500Kb regions• Resequenced in 48 individuals• All SNPs genotyped in 269 samples

• Phase II : 4 million common SNPs• Goal: to assess feasibility of whole-genome

association studies and provide the “road map”of SNPs to type

Page 17: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

HapMap phase I data

Page 18: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Recombination rates, haplotype lengths and gene locationChromosome 9q13

Page 19: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

The POMC gene

Intron 1(3709bp)

Exon 1(85bp)

Exon 2(151bp)

Intron 2(2887bp)

Exon 3(833bp)

RsaI C1032G C8246T

There are no common polymorphisms in the translated sequence

5’

Baker et al Diabetes 2005

Page 20: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

POMC C8246T genotype

Adju

sted s

tandard

ised W

HR

T/TC/TC/C

0.5

0.4

0.3

0.2

0.1

0.0

-0.1

-0.2

WHR adjusted for age, sex, smoking, alcohol, exercise, with or without BMI Difference 0.2 SD per allele. P=0.003 for C1032G; p=NS for RsaIN=1426

P<0.0001Means (95% CIs)

Baker et al. Diabetes 2005

Page 21: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Genome-wide association studies are feasible: HapMap data

Page 22: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Chip-based genotyping provides the possibility to type 500,000 SNPs in a single individual today.

Chip-based WGA study using 116,204 SNPs identified the role of Factor H in AMD (Klein et al. April 2005)

Page 23: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

The within-population component of genetic variation accountsfor most of human genetic diversity

Rosenberg et al. Science 2003

1052 individuals from 52 populations; 377 autosomal microsatellites47% of 4199 alleles present in all regions7% alleles region-specific; median q=0.01

Page 24: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Few SNPs rare in one panel are common in another

HapMap 2005

Page 25: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Ioannidis et al. Nat Genet. 2004

Heterogeneity of allele frequencies and disease O.R.s inmeta-analyses of 43 gene-disease associations

I2=75% shown by red line

Page 26: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Disease-causing variants: common or rare alleles?

With a few exceptions (e.g. ACE I/D and plasma ACE) this is empirically confirmed

Page 27: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

20Kb shownAll common haplotypes at LEP are captured by these markersC538T is a rare allele (q<0.01)

Leptin gene polymorphisms and cardiovascular risk

Gaukrodger et al. 2005

Page 28: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

LEP C538T polymorphism, arterial stiffness and carotid IMT

Trait Estimate (SE) 95% CI

Pulse pressure Displacement* 1.00 (0.31) 0.39 – 1.61

Polygenic h2$ 0.24 (0.06) 0.12 – 0.36

Mean IMT Displacement 0.90 (0.36) 0.19 – 1.61

Polygenic h2 0.20 (0.07) 0.06 – 0.34

Residual correlation

0.13 (0.04) 0.04 – 0.21

Gaukrodger et al. JMG 2005

Page 29: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Rare alleles with large effect contribute to HDL cholesterol variation in the “normal range”

APOA1ABCA1LCAT

SequencedCodingRegion

128 High HDLC(>95%)

128 Low HDLC(<5%)

Low HDLC

High HDLC

Var + 21 3

Var - 107 125

• Variants affected function• Replicated in 2nd population• No association between HDLC and common variants in these genes• 1/6 of those with HDLC <5% had a mutation• These would be missed by a “common variant only” strategy

Cohen et al. Science 2004

Page 30: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

High-throughput sequencing technologies from September 2005 issues of “Science” and “Nature”

Page 31: Bernard Keavney Institute of Human Genetics University of Newcastle, UK. Recent developments in genetic epidemiology relevant to PURE.

Conclusions

• Technological progress is very rapid: prospect of WGA scans on large numbers of samples in near future

• Many studies (eg UK Biobank) focus on gene-environment interaction but often environmental heterogeneity is minimal

• There remains a pressing need to describe and validate genetic associations with CVD in populations other than US and Western European Caucasians