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L28 - Disease Mapping Be able to describe the steps in a positional…
L28 - Disease Mapping
- Be able to describe the steps in a positional cloning experiment
- Be able to define the term linkage analysis and how it is used to determine location of a disease gene within the genome
- Be able to describe how linkage analysis can be used in conjunction with next generation sequencing techniques to aid in disease gene identification
- Be able to describe LOD score analysis and understand the significance of various LOD scores
- Be able to describe association analysis including the types of study design and individuals studied (families vs populations)
- Be able to describe the concept of linkage disequilibrium and how it applies to association studies
- Be able to describe the limitations of association studies, including GWAS
- Be able to describe genome wide association studies (GWAS) and how the common disease common variant hypothesis underpins GWAS
- Define and understand the concept of haplotypes and their use in GWAS
- Be able to describe what the data from a GWAS plot (broadly) means
Positional Cloning - Cystic Fibrosis
Cystic fibrosis was the first genetic disease to be determined using positional cloning
Linkage Analysis narrows suspected region of DNA
Determine if disease is inherited with certain molecular markers
Identified Clones sensitive to region of interest
Researchers consulted the genomic library to identify clones - they isolated these by chromosome "walking" and "jumping"
Examination of Clonal Sequences
Examing the clonal sequences revealed four candidate genes in the region
Use existing knowledge to determine which candidates most plausibly contribute to diseased phenotype
Additional Studies Eliminated three genes
Further DNA sequencing in unaffected family memnbers and patients with the suspect genes revealed a 3-bp deletion in the gene of the CF patient
CF Mechanism of Disease
Gene for CF encodes a membrane protein that controls chloride movement into & out of cells
Mutations cause channel to stay closed = chloride builds up in
cells, thick mucous build up
Identification of Disease
Remember;
- Two loci are linked if they appear nearby in the same chromosome.
- The task of linkage analysis is to find markers that are linked to the hypothetical disease locus
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Data Interpretation
As there are ~ 3 million SNPs between each person and a reference geneome, it's difficult to determine which SNP are benign and which aren't
Difficult to interpret the sequencing DATA
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Interpreting this enormous number of SNPs is understandably difficult => Necessary to refine regions of the genome needed to be searched
Achieved through;
Linkage
Linkage
- Linkage is measured by the recombination fraction, θ= probability that, in any meiosis, there will be a recombination between adjacent loci.
- θ = 0.0: complete linkage
- θ = 0.5: no linkage
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The Closer LOCI are together, the less likely it is that they will be separated through recombination
Thereby LOCI which are close together, are inherited together
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Multipoint Linkage Mapping
- Multipoint mapping uses several markers at once to localise a disease gene relative to the other markers in the map
More efficient process than using one marker at a time
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Analysis of Log score derived from Multipoint Mapping
- Lod>3 = Statistically significant data for linkage
- Gene responsible for the disease, located under peak
Informative Meioses
Obtaining enough family material to test multiple meioses is difficult for rare diseases
Higher RF between two loci, more meioses needed to obtain evidence that
they are linked
SLIDE 17
Determining Linkage between marker and disease Loci
- Collect families with affected individuals
- Genome Scan Test markers evenly spaced across
the entire genome (~every 7-8cM, ~400 markers)
- Lod score ( log of the odds ””) what are the odds of observing the given family marker data, if the marker (1) is linked to the disease (less recombination than expected) compared to if the marker (2) is not linked to the disease
Prolems with Mapping Humans
- Can't do controlled crosses (unethical)
- Idealic crosses equivalent to "test-cross" (homozygous dom with heterozygous) are very rare in population
- Humans produce very small number of progeny
Solution
To get statistically significant evidence for linkage, => combine the results from many identical mating's ie. combine pedigrees
Lod Score
Lod score is a statistic that describes the strength of evidence for linkage, at any chosen value of the Recombination Fraction,
=>
Is it likely that this value is true if the marker was actually linked/unlinked?
Calculating LOD
Calculate two different probabilities for obtaining a specific set of recombinants observed in a family
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Lod Score (Z)
A test to estimate whether the likelihood of two loci being linked is greater than likelihood that the same two loci are unlinked
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Once Calculated;
- Log of ratio is the lod value
- Repeat calculation for a range of different RF (degrees of linkage)