Title: Behavioral Genetics Topic
1Behavioral GeneticsTopic 9
2Why Search for Behavioral Genes?
- Gene identification would confirm genetic effects
- Identify the physiological basis of behavior
identify interventions - Classification of behavior and behavioral
disorders - Genotype-environment interaction
3- Human genetics is now at a critical juncture.
The molecular methods used to identify the gens
underlying rare mendelian syndromes are failing
to find the numerous genes causing more common
non-mendelian diseases. - Neil J. Risch (2000, Nature, 405200)
4Search Strategies (Where?)
- Non-targeted
- genome-wide
- Targeted
- Chromosomal anomaly (e.g., partial trisomy 5 and
SZ, VCFS) - Biological-based hypotheses (e.g., DRD4 and
Novelty-seeking) - Animal models
- Positive linkage result from a non-targeted
search - Micro-array findings
5Search Methods (How?)
- Linkage analysis (w/i family association)
- Advantages
- Feasible to implement genome-wide (systematic
comprehensive) dont need to have hypotheses
about location or mechanism - relative to alternatives, low false positive rate
- Disadvantages
- Limited power detect genes accounting for 5 or
more of the phenotypic variance - Limited resolution tight linkage can be millions
of bases away - Never finds the gene, rather at best identifies a
region
6Mendel vs. Galton, Redux?
- Galtonian
- Multiple genes
- Common (?)
- Weak phenotype-genotype correlation
- Mendelian
- Single gene
- Rare
- Strong phenotype-genotype correlation
Positional cloning strategy has been very
successful in mapping genes that are rare and
have large phenotypic effect, even if for common
disease (BRCA-1, BRAC-2, APP, MODY-1,-2,-3)
7Search Methods cont.
- Allelic Association association between allele
status and phenotype in unrelated individuals.
Population-level association
Stomach Cancer
-
O
40
60
Not O (A,B,AB)
40
60
8Allelic Association
- Advantages
- In principle, very high statistical power
- In principle, can identify causal agent
- Disadvantages
- Need functional polymorphisms in a candidate gene
- Concern about false-positives due to mis-matching
cases and controls
9Ethnic Group 2
Ethnic Group 1
Combined
10The Confounding Role of Ethnicity
- In candidate gene studies, if
- The phenotype (disorder) varies as a function of
ethnicity - The genetic polymorphism varies in frequency as a
function of ethnicity - Then,
- An artifactual association between genetic
polymorphism and disorder can be observed
11Ebstein et al. (1996)
- Phenotype Personality trait of novelty-seeking
- Sample 124 young Israelis
- Genotype Variable 48 base repeat sequence in
Dopamine D4 Receptor gene (DRD4) - Finding 7 repeat allele associated with higher
novelty seeking
12DRD4
13Results
14Association Studies of DRD4and Novelty Seeking
15Meta-Analysis
16Association Studies of DRD4 and Substance Abuse
17Why the Inconsistent Results?
- False positive due to poor matching
- Low power in samples of modest size
- DRD4 effect depends on genetic background
(epistasis) - Experimental studies in mouse
- APOE and AD
- False positive due to low a priori likelihood
18Blum et al. (1990)
- Phenotype Alcoholism
- Genotype A1/A2 allele at DRD2
- Sample 35 alcoholics and 35 non-alcoholics
- Finding
Not Alc
Alc
7 (20)
24 (69)
A1
A2
11
28
19DRD2
20If real, how could the association arise?
- Linkage Disequilibrium
- Non-random association of alleles at linked loci
- Can lead to population associations between
non-functional genetic markers and phenotypes
21Non-Sz, O-blood type Mother
Sz, A-blood type Dad
s
s
s
S
O
O
O
A
Suppose 1. This is the original mutation
2. Distance is q .05 3.
Everyone has 4 children
22I - 100
S
A
II - 100
A
A
A
A
III - 94
O
IV - 89
V - 85
23Linkage Disequilibrium Mapping
- Linkage disequilibrium will be a function of
- How tightly linked the two loci are
- The number of generations since introduction of
the original mutational event - Whether the mutation has been introduced more
than once - In short, it depends on the evolutionary history
of the population
24Linkage Disequilibrium
25Challenges of Gene Identification
detection of linkage and positional cloning of
specific disease-susceptibility loci remains
elusive. -- Altmüller et al. (2001). AJHG, 69
936-950
- of the 166 putative associations which have been
studied three or more times, only 6 have been
consistently replicated. - Hirschhorn et al. (2002). A comprehensive review
of genetic association studies. Genetics in
Medicine 445-61.
26Common Disease-Common Variant (CDCV) Hypothesis
- The heritable basis of common, complex disease
owe primarily to alleles that are - Relatively common (i.e., not rare, e.g., 10)
- Experience little selective pressure (i.e., only
disadvantageous when combined with other
mutations) - Ancient (i.e., introduced more than 5000 Gs or
100,000 yrs ago)
27Therefore
- In outbred populations (e.g., the US), LD may not
extend much beyond 3 kb ? a genome-wide LD study
would require 500,000 markers ! - Founder or isolated populations may need fewer
- Small of founders, little immigration,
expansion - Samii, Costa Rica, Quebec, Iceland, Japan
28Are there other explanations for the
DRD2-Alcoholism Association?
- Linkage Disequilibrium
- False positive owing to ethnic mismatching
29DRD2 A1 allele frequencies
30Is it really going to take genome-wide studies
with 500,000 markers to map complex diseases?
- Validity of CDCV hypothesis
- Genome-wide association study of functional
SNPs ( 60,000-100,000) - HapMap project
31Haplotypes
- Allelic constitution of multiple loci on a single
chromosome - Recombination is not random, but rather there are
recombination hot spots - This gives rise to blocks of DNA (haplotypes)
where there is very little recombination w/i
blocks but strong recombination between blocks
32Although 9 markers in block 4, only 4 possible
haplotypes, which can be determined by only 3
markers
Cardon Abecasis (2003). Using haplotype blocks
to map the human genome. Trends in Genetics, 19
135-140.
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