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Genomics and population health

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Public health genetics unit, 2006. Heritability ... From Mayo Clinic website. New biology: Filaggrin mutations, dermatitis and asthma ... – PowerPoint PPT presentation

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Title: Genomics and population health


1
Genomics and population health
  • David Melzer
  • Epidemiology Public Health

2
outline
  • The promise of sequencing the genome
  • Overview of findings
  • Flood of discovery for common disease and traits
  • Interpreting gene status
  • Implications for PH
  • Biological insights into population distributions
    and the need for population based approaches
  • Regulatory challenge

3
2005 - How the Human Genome Era Will Usher in a
Health Care Revolution -Personalized Medicine
(NHGRI)
  • Prevention
  • Identify those at risk before they developed
    disease
  • Diagnosis
  • Treatment Pharmacogenetics
  • Personalising the drug and dose
  • Avoiding idiosyncratic side effects
  • (gene therapy)
  • Prognosis

4
DNA RNA protein 3 billion base pairs, 20K
genes
Mendel biography, Mawer S, Adams NY 2006
5
Genetic variation between humans
  • gt10 million variants in human genome databases
  • Most common Single Nucleotide Polymorphisms
    (SNPs)

6
Sickle cell mutation changing one amino acid
Public health genetics unit, 2006
7
HeritabilityThe degree to which a characteristic
is determined by genetics (as opposed to
environment).
  • stroke, diabetes, prostate cancer, cardiovascular
    disease, depression and bone degeneration
  • approx 25 - 33 heritability

Sciences et Avernir, 2007
8
GWA studies e.g. UK Wellcome Trust Case Control
Consortium
9
WTCCC study - Type 2 diabetes - Oxford and Exeter
10
FTO AA genotype is associated with a 3kg
increase in adipose tissue
P 3 x 10-35
11
(No Transcript)
12
FTO gene status meaning?May 27th, 2008
  • Susannah said
  • I was astonished, and over the moon.
  • and meanwhile my fat friend here to Trinny
    I dont know what youre going to do?!
  • Turning to the fat people who did not have the
    gene, Susannah said
  • "So if we don't have it and we're still fat, it
    must be because we're just greedy pigs who eat
    too many pies!"

13
Obesity epidemic
Mu Boyan 2009
14
LDL cholesterol SNPs in the InCHIANTI study
  • Frequency of respondents by LDL cholesterol
    allele count, with box-plots of the distribution
    of serum LDL cholesterol levels. Dotted lines
    indicate intervention levels of greater than 130
    mg/dl for borderline high levels and greater than
    160mg/dl for high levels.
  • Murray et al European Heart Journal 2009

15
population distributions
Arbitrary risk thresholds inescapable?
16
Flood of SNP discoveries 300
(Melzer, BMJ Feb 08)
17
Age related Macular Degeneration
  • Most common risk of blindness in older people in
    developed countries
  • Population attributable risk 43 for CFH
  • Complement Factor H
  • Plus
  • 20 - smoking
  • 36 for LOC387715

From Mayo Clinic website
Schmidt S, Am. J. Hum. Genet. 200678852864.
18
New biologyFilaggrin mutations, dermatitis and
asthma
  • Nature Genetics 38, 399 - 400 (2006) Skin barrier
    function and allergic risk
  • Thomas J Hudson  Figure 1. Skin barrier function
    and allergic risk.An intact epithelial barrier
    (a) prevents allergens from reaching antigen
    presenting cells (APCs) in subepithelial tissues.
    Damage to this barrier (b) allows allergens to
    penetrate into the subepidermal layer and
    interact with APCs, leading to allergic
    sensitization and, secondarily, to allergic
    manifestations in the host.

19
Regulatory issues Very little clinical
evaluation required of genetic tests (esp. for
labs)
Forbes - 12 Gene Tests That Could Change Your
LifeTCF7L2 DeCode Genetics sells a test for
500 via online test provider DNA Direct.
20
TCF7H2 and Diabetes 2 reduced beta cell
(insulin) function
  • Identified a hot area on 10q1, for diabetes 2,
    within transcription factor 7like 2 gene
    (TCF7L2 formerly TCF4) p value 2.1x10-9
  • replicated in Danish cohort (P 4.8x103) US
    cohort (P3.3x109).
  • Compared with non-carriers
  • OR CC1.00
  • CT1.45
  • TT 2.41
  • Population attributable risk of 21.

From Grant S et al, Nature Genetics 2006
21
Forbes - 12 Gene Tests That Could Change Your
LifeTCF7L2 DeCode Genetics sells a test for
500 via online test provider DNA Direct.
with diabetes or Impaired Fasting Glucose by
TCF7L2 genotype aged 65 in InCHIANTI n944
ADA criteria for Impaired fasting glucose
Melzer, 2006
22
Evidence requirement for clinical tests
Hogarth S, et al . Food Drug Law J.
200762(4)831-48.
23
Policy issues in genetic tests
  • Can balanced regulation be crafted?
  • economically viable, allowing innovation etc
  • Who is responsible for clinical validity (or
    utility)?
  • How much clinical evidence should be required?
  • How accessible should this data be (for
    systematic review etc)
  • A post marketing surveillance system needed?
  • off label use
  • Special measures for ethnic groups?

24
Defying genotype
  • Incidence of Diabetes According to Treatment
    Group and Genotype at Variant rs7903146 (TCF7L2)
  • Diabetes prevention programme n3548 (Florez et
    al, N Engl J Med. 2006 July 20 355(3) 241250.)

25
Conclusions
  • Genes and environment are inseparable
  • That is how evolution works!
  • Explosion of polygenic gene discovery
  • Some great hits but also large number of small
    effect markers
  • Provide a genetic explanation for
  • trait distributions
  • human, system, disease heterogeneity
  • lack of natural boundaries
  • (genetic) Test regulation for clinical validity
    in Europe is non-existent
  • CE mark on a test is worthless!
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