Podcast
Questions and Answers
What is the primary goal of Genome Wide Association Studies (GWAS)?
What is the primary goal of Genome Wide Association Studies (GWAS)?
Which of the following best describes the concept of 'missing heritability' in GWAS?
Which of the following best describes the concept of 'missing heritability' in GWAS?
Which hypothesis suggests that common diseases are influenced by common genetic variants?
Which hypothesis suggests that common diseases are influenced by common genetic variants?
What does the term 'linkage disequilibrium' (LD) refer to in the context of GWAS?
What does the term 'linkage disequilibrium' (LD) refer to in the context of GWAS?
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Which of the following statements is true regarding the sharing of ancestral chromosome segments?
Which of the following statements is true regarding the sharing of ancestral chromosome segments?
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What information does a Q-Q plot provide in a GWAS?
What information does a Q-Q plot provide in a GWAS?
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What color represents previously discovered loci in a Manhattan plot?
What color represents previously discovered loci in a Manhattan plot?
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What correction method is used to adjust p-values in GWAS when many tests are performed?
What correction method is used to adjust p-values in GWAS when many tests are performed?
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What is the interpretation of an odds ratio (OR) greater than 1 in GWAS?
What is the interpretation of an odds ratio (OR) greater than 1 in GWAS?
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In the allele counting method for colorectal cancer association, which allele is considered the risk allele for rs6983267?
In the allele counting method for colorectal cancer association, which allele is considered the risk allele for rs6983267?
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What is the threshold p-value for significance in the context of a GWAS?
What is the threshold p-value for significance in the context of a GWAS?
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What type of studies typically use chi-squared tests to compare genotype counts?
What type of studies typically use chi-squared tests to compare genotype counts?
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What does an odds ratio (OR) equal to 1 indicate?
What does an odds ratio (OR) equal to 1 indicate?
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What do the 8 SNP loci at 5q31 reveal about haplotype diversity?
What do the 8 SNP loci at 5q31 reveal about haplotype diversity?
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How many possible haplotypes can arise from genotyping 8 SNP loci?
How many possible haplotypes can arise from genotyping 8 SNP loci?
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What is the purpose of tagging SNPs in a GWAS?
What is the purpose of tagging SNPs in a GWAS?
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What do adjacent haplotype blocks at 5q31 signify?
What do adjacent haplotype blocks at 5q31 signify?
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Which step in a GWAS involves comparing allele frequencies between groups?
Which step in a GWAS involves comparing allele frequencies between groups?
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What is the significance of the red asterisk in the context of the discussed mutation?
What is the significance of the red asterisk in the context of the discussed mutation?
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Which technological advance was pivotal in enabling Genome-Wide Association Studies (GWAS)?
Which technological advance was pivotal in enabling Genome-Wide Association Studies (GWAS)?
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What does the presence of a higher frequency of allele 2 in descendants indicate?
What does the presence of a higher frequency of allele 2 in descendants indicate?
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What percentage of genetic predisposition to multiple sclerosis can currently be explained by validated susceptibility alleles?
What percentage of genetic predisposition to multiple sclerosis can currently be explained by validated susceptibility alleles?
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Which of the following best describes the common disease – common variant hypothesis?
Which of the following best describes the common disease – common variant hypothesis?
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How many individual genotypes are extracted in the described GWAS setup?
How many individual genotypes are extracted in the described GWAS setup?
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What is the purpose of calculating which SNPs are more frequent in cases than controls?
What is the purpose of calculating which SNPs are more frequent in cases than controls?
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What is a significant limitation of GWAS when it comes to identifying disease variants?
What is a significant limitation of GWAS when it comes to identifying disease variants?
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Which genetic mechanisms are primarily involved in the common disease – rare variant hypothesis?
Which genetic mechanisms are primarily involved in the common disease – rare variant hypothesis?
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What do haplotype blocks help to define in genomic studies?
What do haplotype blocks help to define in genomic studies?
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What is a common characteristic of complex diseases in the context of GWAS?
What is a common characteristic of complex diseases in the context of GWAS?
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How many genome-wide associations related to multiple sclerosis were identified outside of the MHC region?
How many genome-wide associations related to multiple sclerosis were identified outside of the MHC region?
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Which method is currently used for high-throughput genotyping in genomic studies?
Which method is currently used for high-throughput genotyping in genomic studies?
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What is typically true about common variants in the context of genetic susceptibility to diseases?
What is typically true about common variants in the context of genetic susceptibility to diseases?
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Why do common disease variants identified by GWAS often show weak effects?
Why do common disease variants identified by GWAS often show weak effects?
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What factor contributes to the concept of missing heritability in complex diseases?
What factor contributes to the concept of missing heritability in complex diseases?
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Study Notes
Genome-Wide Association Studies (GWAS)
- GWAS aim to identify common variants that contribute to complex diseases
- Technological advances: High-throughput genotyping using microarrays & the International HapMap project
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Haplotype blocks: Defined segments of limited haplotype diversity
- Suggest that our DNA is composed of these blocks
- In European populations, just two haplotypes account for most of the chromosomes in an 84kb region
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GWAS steps:
- Selection of tagging SNPs: Representative SNPs are selected using HapMap data. These SNPs differentiate common haplotypes at each locus.
- Genotyping: Tagged SNPs are genotyped in cases and controls using microarrays
- Allele frequency comparison: Allele frequencies for each SNP are compared between cases and controls
- Identifying associated SNPs: SNPs statistically associated with the disease are then genotyped in a second independent cohort for validation.
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Visualising GWAS data:
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Manhattan Plots:
- Display p-values for each SNP across the genome
- SNPs with significant associations are highlighted
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Quantile-Quantile (Q-Q) plots:
- Compares the distribution of observed test statistics to expected values under the null hypothesis of no association
- Used to identify potential population stratification or other biases
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Manhattan Plots:
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Odds Ratio (OR):
- Measures the strength of association between a SNP and a disease
- OR > 1: The SNP is associated with higher odds of the disease
- OR < 1: The SNP is associated with lower odds of the disease
- OR = 1: No association
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Limitations of GWAS:
- Common variants identified by GWAS often have weak effects
- GWAS data only explain a small proportion of the genetic variance of complex diseases - referred to as missing heritability
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Hypotheses explaining complex disease inheritance:
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Common Disease - Common Variant Hypothesis:
- Common variants with low penetrance contribute to disease susceptibility
- Explains the steep decrease in disease risk in relatives of probands
- Common variants are expected to be of ancient origin
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Common Disease - Rare Variant Hypothesis:
- Multiple rare variants with differing effects contribute to disease susceptibility
- Some rare variants may have strong penetrance
- Rare variants are expected to be of more recent origin
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Common Disease - Common Variant Hypothesis:
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Missing heritability:
- The difference between the estimated genetic contribution to a complex disease based on GWAS and the actual observed heritability
- Attributed to factors like: rare variants, gene-gene interactions, gene-environment interactions, and complex gene regulation
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Multiple Sclerosis (MS):
- GWAS have identified over 200 genetic loci associated with MS
- Most identified variants are in immune pathways
- The MHC region is a major contributor to MS risk
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Description
This quiz focuses on Genome-Wide Association Studies (GWAS) and their role in identifying genetic variants linked to complex diseases. It discusses the technological advances that enable GWAS, the concept of haplotype blocks, and the step-by-step process involved in conducting a GWAS. Test your knowledge on these fundamental genetic research methods!