Title: Genomics and population health
1Genomics and population health
- David Melzer
- Epidemiology Public Health
2outline
- 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
32005 - 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
5Genetic variation between humans
- gt10 million variants in human genome databases
- Most common Single Nucleotide Polymorphisms
(SNPs)
6Sickle cell mutation changing one amino acid
Public health genetics unit, 2006
7HeritabilityThe 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
8GWA studies e.g. UK Wellcome Trust Case Control
Consortium
9WTCCC study - Type 2 diabetes - Oxford and Exeter
10FTO AA genotype is associated with a 3kg
increase in adipose tissue
P 3 x 10-35
11(No Transcript)
12FTO 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!"
13Obesity epidemic
Mu Boyan 2009
14LDL 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
15population distributions
Arbitrary risk thresholds inescapable?
16Flood of SNP discoveries 300
(Melzer, BMJ Feb 08)
17Age 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.
18New 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.
19Regulatory 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.
20TCF7H2 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
21Forbes - 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
22Evidence requirement for clinical tests
Hogarth S, et al . Food Drug Law J.
200762(4)831-48.
23Policy 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?
24Defying 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.)
25Conclusions
- 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!