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Linkage Analysis. Eric Jorgenson Epidemiology 217 2/26/13. Worldwide Distribution of Human Earwax SNP rs17822931. Yoshiura et al., Nature Genetics 2006. Geographic Distribution of PTC Phenotype. High. Low. Wooding Genetics 2006, adapted from Cavalli-Sforza 1994.
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Linkage Analysis Eric Jorgenson Epidemiology 217 2/26/13
Worldwide Distribution of Human Earwax SNP rs17822931 Yoshiura et al., Nature Genetics 2006
Geographic Distribution of PTC Phenotype High Low Wooding Genetics 2006, adapted from Cavalli-Sforza 1994
Types of Genetic Studies Family Studies Compare trait values across family members Linkage Analysis Compare trait values with inheritance patterns Association Compare trait values against genetic variants
Family Studies Familial Relationships Twins Siblings Parents/offspring Phenotype information Affected/Unaffected (Prostate Cancer) Quantitative measure (Blood Pressure) No Genotype information required
Why do Family Studies? Is the trait genetic? What is the mode of transmission? Dominant Recessive Additive Polygenic (Multiple genes involved)
First PTC Family Study L. H. Snyder Science 1931
Human Chromosomes TAS2R38
Linkage Analysis • Narrow down position of disease gene • No biological knowledge needed • Genetic markers (not disease gene) • Recombination
Recombination a A a a b B b b A a a a A a a a b b b b B b B b
Recombination a A a a b B b b R NR NR R A a a a A a a a b b b b B b B b
Independent Assortment a A a a b B b b 25% 25% 25% 25% A a a a A a a a b b b b B b B b
No recombination a A a a b B b b 0% 50% 50% 0% A a a a A a a a b b b b B b B b
Recombination Fraction a A a a b B b b 61 420 442 77 A a a a A a a a b b b b B b B b
Recombination Fraction Recombination Fraction q = Recombinants / Total = 61 + 77 / 61 + 77 + 442 + 420 = 138 / 1000 = 13.8% 61 420 442 77 A a a a A a a a b b b b B b B b
Linkage • Recombination fraction q < 50% • Two traits: PTC and KELL blood group • Two genetic markers • One trait and one genetic marker Linkage Analysis
Human Linkage Analysis • RFLP Markers for Linkage (1980) • Huntington’s Disease Linkage (1983) • Cystic Fibrosis Linkage (1985) • Cystic Fibrosis Gene (1989) • Huntington’s Disease Gene (1993)
Genomewide Linkage Analysis Genetic Markers q = 10% on average Genes
Linkage Analysis • LOD score based on recombination • LOD (q) = log (q)R (1 - q)NR ____________________ (q = 1/2) R + NR
Dominant Trait D d d d 1 2 3 3 D d D d d d 1 3 2 3 2 3
Linkage Analysis 1 2 3 3 R NR NR 1 3 2 3 2 3
LOD score LOD (q) = log (q)1 (1 - q)2 ____________________ (q = 1/2) 1 + 2
IBD • Identity by descent • Allele Sharing methods • Often used for affected sib pairs
Identity By Descent a A a A 25% 25% 25% 25% A A a A A a a a
Identity By Descent Parent 1 a A Alleles shared IBD 1 1 1 1 A A a A A a a a
Identity By Descent Parent 1 a A 2 1 1 0 A A a A A a a a
Identity By Descent Sibling 1 A A Alleles shared IBD 2 1 1 0 A A a A A a a a
Identity By Descent Sibling 1 A A 2 1 1 0 A A a A A a a a
Identity By Descent • IBD can be used for linkage analysis • Expect 50% alleles shared between siblings • Look for IBD > 50% for concordant pairs • Look for IBD < 50% for discordant pairs
Fine Mapping Linkage markers Genes Kim et al. Science 2003
Linkage Disequilibrium a A a a b B b b A a a a A a a a b b b b B b B b
Linkage Disequilibrium A a a a A a a a b b b b B b B b
Linkage Disequilibrium A a b b
Linkage Disequilibrium A a a a b b b b A a A a a a a a b b b b b b b b
Linkage Disequilibrium a A a A A a B b b b b b Time
Linkage Disequilibrium Mapping Genetic Markers Genes
PTC Linkage Disequilibrium Mapping Kim et al. Science 2003
TAS2R38 Receptor Structure rs1726866 rs10246939 rs713598 Kim et al. J Dent Res 2004
3 SNPs in the TAS2R38 Gene P A V P A I P V V P V I A A V A A I A V V A V I
TAS2R38 Diplotype and PTC Score Kim et al. Science 2003
Confirm Mode of Inheritance L. H. Snyder Science 1931
Geographic Distribution of PTC Phenotype Wooding Genetics 2006, adapted from Cavalli-Sforza 1994
Geographic Distribution of PTC Haplotypes Kim et al. Science 2003