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Interactions Eric Jorgenson EPI 217 2/22/11
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Outline Gene-Environment Interaction Gene-Gene Interaction Pharmacogenetics Pharmacogenomics
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Mental retardation and seizures 1/15,000 live births o 1/100,000 in Finland o 1/2,600 in Turkey PKU: Phenylketonuria
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Phenylalanine Metabolism
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PKU: Phenylketonuria Causes Mutations in Phenylalanine Hydroxylase (PAH) Dietary Phenylalanine Both are necessary Neither is sufficient
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PKU: Gene-Environment Interaction
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Gene-Environment Interaction
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Odds Ratio (OR) ah / bg ch / dg eh / fg 1
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Multiplicative Effects G+E+ 4515 G+E- 15 5 G-E+ 9 3 G-E- 3 1 StrataRisk Absolute Ratio Odds
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Multiplicative Effects OR Interaction = OR G+E+ / OR G+E- OR G-E+ If OR Interaction = 1, multiplicative effects Example: OR Interaction = 15 / 5 x 3 OR Interaction = 1
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Factor V Leiden Mutations, Oral Contraceptive Use, and Venous Thrombosis OR 34.7 6.9 3.7 Reference Total 155 169 Vanderbroucke et al. The Lancet 1994
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Evidence for G-E Interaction OR Interaction = 34.7 / 6.9 x 3.7 = 1.4 Strata OR G+E+ 34.7 G+E- 6.9 G-E+ 3.7 G-E- Ref
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Outline Gene-Environment Interaction Gene-Gene Interaction Pharmacogenetics Pharmacogenomics
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Gene-Gene Interaction Models Marchini et al. Nature Genetics 2005
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GWAS of Psoriasis Strange et al. Nature Genetics 2010
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Gene-Gene Interaction Strange et al. Nature Genetics 2010
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Outline Gene-Environment Interaction Gene-Gene Interaction Pharmacogenetics Pharmacogenomics
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What is Pharmacogenetics? The study of the role of inheritance in the individual variation in drug response. Efficacy Toxicity
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Phillips et al. JAMA 2001 Adverse Drug Reactions are common
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PTC and Pharmacogenetics Meyer Nature Reviews Genetics 2004
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Bimodal Distribution of PTC Non-RespondersRespondersNo ToxicityToxicity
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Diplotype and PTC Score Kim et al. Science 2003
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Adapted from Bufe et al. Current Biology 2005
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Pharmacogenetic Study Design Family Studies Linkage Analysis Candidate Gene Studies Family and Linkage are difficult to do for some phenotypes: o Severe toxicity o Rare diseases (need multiple affected family members)
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Pharmacodynamics How a drug acts Drug target
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Pharmacokinetics How a drug is processed ADME o Absorption o Distribution o Metabolism o Excretion Drug Levels (dosage) o Efficacy o Toxicity
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Drug levels in the body Plasma concentration Metabolic Ratio o Compare blood vs. urine o Probe drug o Can be measured over time
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TPMT and 6-mercaptopurine
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Thiopurine S-methyltransferase (TPMT) Drugs: o 6-mercaptopurine o azathiopurine Diseases: o Acute lymphoblastic leukemia o Inflammatory bowel disease Toxicity: o Fatal myelosuppression o Hematopoietic toxicity
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Pharmacogenetics of TPMT
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TPMT Haplotypes and Activity
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Standard TPMT Dosing
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Drug Exposure and Toxicity
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Genotype Specific TPMT Dosing
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Drug Exposure and Toxicity
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More on TPMT Pharmacogenetics Knowledge Base (PharmGKB)PharmGKB http://www.PharmGKb.org
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Pharmacogenetics of CYP2D6 Weinshilboum NEJM 2003
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Meyer Nature Reviews Genetics 2004 CYP2D6 Copy Number Variation
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Pharmacogenetics of Nortriptyline Weinshilboum NEJM 2003
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CYP2D6 and Race/Ethnicity
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Pharmacogenetics and Race/Ethnicity Weinshilboum NEJM 2003
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Drug Metabolism and ADRs
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Outline Gene-Environment Interaction Gene-Gene Interaction Pharmacogenetics Pharmacogenomics
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Pharmacogenetics and Pharmacogenomics
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What is Pharmacogenomics and how is it different from Pharmacogenetics? Genomic scale Array based platforms
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Pharmacogenomics Evans and Relling Nature 2004
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GWAS of Statin-Induced Myopathy
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Quantile-Quantile (QQ) Plot
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Manhattan Plot
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Odds ratios for rs4149056
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Cumulative risk of myopathy
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GWAS of Platelet Aggregation in Response to Clopidogrel
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Platelet Aggregation in Response to Clopidogrel Shuldiner et al. JAMA 2009
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Dubai Plot
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CYP2C19*2 modifies platelet aggregation in response to clopidogrel
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Event-free survival
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3 GWAS of sustained virological response to PEGylated interferon- and ribavirin
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Manhattan Plot Tanaka et al. Nature Genetics 2009
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Variation in Il28B predicts Sustained Virological Response in Hepatitis C Ge Nature Genetics 2009
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Haplotype effects Supiah et al. Nature Genetics 2009
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GWAS of acenocoumarol mainenance dosage
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Acenocoumarol maintenance dosage Teichert et al. Human Molecular Genetics 2009
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Acenocoumarol maintenance dosage adjusted for top SNPs
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Acenocumarol dosage variance explained
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ROC Curves Attia et al. JAMA 2009
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Challenges for Pharmacogenomics How predictive is a test? Does the test apply to all groups? Is a test superior to current clinical practice? Will testing improve outcomes? Is testing cost effective?
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