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BioVision Alexandria 2010
Linking Genes to Disease:Leveraging the Human Genome
Doug BrutlagProfessor Emeritus
Biochemistry & Medicine (by courtesy)
The Case for Preventive Medicine
• Treats the cause of the disease rather than treating the symptomso Treating symptoms most often exacerbates diseaseo Treating the cause cures the diseaseo Knowing a predisposition, one can often prevent the
disease
• Genomics can identify the cause and predisposition to inherited diseases and many infectious diseaseso “All medicine may soon become pediatrics”o Paul Wise, Professor of Pediatrics, Stanford Medical
School
• Effects of environment, behavior, accidents, aging, etc.• Health care costs can be greatly reduced if
o One invests in preventive medicineo One targets the cause of disease rather than symptoms
}67% Genes
}33% Phenotypes
Online Mendelian Inheritance in Man: OMIM
http://www.ncbi.nlm.nih.gov/omim/
Genetic Penetrance of Inherited Diseases
• Many Inherited Diseases are Rare, Mendelian and Highly Penetranto Sickle Cell Anemiao Thalassemiaso Huntington’s Diseaseo Color Blindness
• Most Common Diseases are Complex (caused by multiple genes or multiple pathways) and of Low Penetranceo Familialo Predisposition to Diseaseo Very Large Environmental and Behavioral Componento Many Complex Diseases can be Avoided with Diet,
Nutrition, Exercise or Behavioral Modificationo Many Complex Diseases can also be Monitored by
Increased Vigilance
Common Gene VariationAssociated With Disease
Case-control studies, comparing the frequencies of common gene variants can identify susceptibility and protective alleles. Many have multiple identified genes (*)
Gene ABO HLA APOE F5 HBB CCR5 APC PPARγ
PhenotypePeptic ulcerIDDM*Alzheimer dementiaDeep venous thrombosis*Falciparum malaria*AIDS*Colorectal cancer*NIDDM*
Variant B DR3,4 E4 Leiden βS
Δ32 3920A 12A
© Gibson & Muse, A Primer of Genome Science
Genome-Wide Association StudiesUsing SNPs to Link Genes to
Disease
© Gibson & Muse, A Primer of Genome Science
Genome-Wide Association Study:A Brief Primer
WTCCC, Nature 2007
Control Population
Disease Population
SNP chip
Courtesy of Daniel Newburger
Expression Quantitative Trait Loci (eQTLs)
A Quantitative Gene-Expression Association
Modified from WTCCC, Nature 2007
Sample PopulationSNP chip Expression
andcDNA Levels
Courtesy of Daniel Newburger
AA AG GG
The Wellcome Trust Case Control Consortium Genome-wide association study of 14,000 cases
ofseven common diseases and 3,000 shared
controlsNature 447, 661-678 (7 June 2007)
Published Genome-Wide Associations through 12/2009, 658 published GWA at p<5x10-8
NHGRI GWA Catalogwww.genome.gov/GWAStudies
Study Designs in Genome-Wide Association Studies
• Genome-Wide Association Studies Make No Assumptions about Disease Mechanism or Cause
• Case-Control Populationso Homogeneity of Cases and Controlso Population Stratificationo Accurate Diagnosis of the Diseaseo Optimal for Rare Diseaseso Biased Towards Most Prevalent Form of Disease
• Cohorts in a Medical Studyo Better Characterized than Populationso Can focus on Subpopulations and Ethnic Subgroups
• Families and Trioso Highest Genetic Homogeneityo Most Sensitive to Genotyping Errors
Pearson, T. A. et al. JAMA 2008;299:1335-1344
Do genetic differences between ethnic groups contribute to differences in fatty
liver disease? Normal Steatosis Steatohepatitis Cirrhosis
10-20%
1-2%
HispanicsEuropean-Americans
African-Americans
© Helen Hobbs 2009
First Hit•Obesity• Type 2 diabetes • Ethanol• Hepatitis C
Second Hit• Oxidative Stress• Lipid Peroxidation• Anti-virals• Cytokines
Genome-wide Association Study of Liver Triglyceride Levels in Dallas Heart Study
Cohort (2,111 patients and 9,299 Non-synonymous SNPs)
P=5.9 X 10-10
Chromosome
5.4 x 10-6
© Helen Hobbs, Nature Genetics V40, pp 1461, 2008
Mito
PNPLA2 (ATGL)VLDL
+
Remnants
Acetyl CoA
PNPLA3 & Hepatic Triglyceride Metabolism
Liver
Adipose Tissue
PNPLA3 (Adiponutrin)
Fasting
Feeding
© Helen Hobbs 2009
Disease Genes are Often Enriched in Subpopulations
• Subpopulations are often Enriched for Disease Alleles
• Subpopulations can Cause Synthetic SNP Associations
• Focusing on a Subpopulations will Eliminate Synthetic SNP Associations
• Egypt is a Haplotype Heaven!o Highest Frequency of Genetic (SNP) Variationso High Numbers of Genetic Subpopulations due to
Multiple Migrations and Invasionso Greeks, Romans, Turks, Persians etc.
Low Heritability of Common SNPs
• Common SNPs Carry Low Risk While Rarer High Penetrance Variants Carry High Risk
• Multiple Variants May Increase Risk Synergistically
• Common SNPs Associated with Genes Containing High Risk Alleles
• Common SNPs Associations can Suggest Regions to Sequence in Cohorts or Trios
Manolio et al. Nature 461, 747-753 (2009)
Summary
• Genome-Wide Association Studies Make No Assumptions About Disease Mechanism or Cause
• Genome-Wide Association Studies Usually Discover Only Genetic Correlations, Not Cause
• Genome-Wide Associations Indicateo Genes and Regions to Analyze by Resequencing for Causal Alleleso Subpopulations That May be Enriched for Causal or Preventive Alleleso Genes and Gene Products for Functional and Structural Studieso Genes to Examine for Regulatory Studies
• Genome-Wide Association Studies Coupled with Proper Biological and Structural Studies can Lead to:o Unexpected Causes for Diseaseo Novel Mechanisms for Disease (missense mutations, regulatory changes,
alternative splicing, copy number variation etc.)o Multiple Pathways and Multiple Genes Involved in Diseaseo Novel Diagnostics and Prognosiso Novel Treatments