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- Archived Lectures *These may not cover the latest advances in the field
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1. Segregation analysis
- Prof. Chris Cannings
- Dr. Dawn Teare
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2. Choosing the right study design in genetic epidemiology
- Prof. Duncan Thomas
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3. Genome-wide scans
- Prof. Michael Province
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4. The study of candidate genes in drug trials - sample size considerations
- Prof. Robert Elston
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5. Graphical modelling of linkage disequilibrium
- Prof. Alun Thomas
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6. Bayesian approaches for modelling complex metabolic pathways
- Prof. Duncan Thomas
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7. Current methods for the analysis of genetic case-control data: a review
- Prof. Duncan Thomas
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8. Detecting and correcting for population structure in genetic case-control studies
- Dr. Jonathan Pritchard
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9. Statistical characterization of genetic association
- Prof. Bruce Weir
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10. Haplotype-based mapping and pharmacogenetics
- Prof. David Goldstein
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11. Genetic linkage analysis
- Prof. Christopher Amos
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12. Use of DNA pooling in large-scale association studies
- Prof. Pak Sham
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13. Searching for genetic association using (haplotype) tagging SNPs
- Prof. David Clayton
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14. Heterogeneity: problems and solutions
- Prof. Michael Province
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15. Introduction to population genetics 1: single locus
- Prof. David Balding
- Dr. Andrew Morris
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16. Haplotype phase inference
- Prof. Peter Donnelly
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17. Optimal use of linkage disequilibrium, haplotypes, and integrated maps for positional cloning
- Prof. Newton Morton
- Dr. Andrew Collins
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18. Introductory genetics for statisticians
- Prof. Robert Elston
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19. Nature, nurture, neither?
- Prof. Steve Jones
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20. Introduction to population genetics 2: linkage disequilibrium
- Prof. David Balding
- Dr. Andrew Morris
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21. Fine-scale mapping
- Prof. David Balding
- Dr. Andrew Morris
Printable Handouts
Navigable Slide Index
- Introduction
- Linkage disequilibrium
- Outline of talk
- Notation
- Relative risk models for multiple linked loci
- Directed acyclical graphs (DAGs)
- Fitting methods for case-control data
- Haplotype assignment
- Full likelihood for haplotype model
- Likelihoods for haplotype associations
- Prospective vs. retrospective likelihoods
- E-M estimation of haplotypes
- MCMC approach to haplotyping
- Hierarchical models for multilocus genotypes
- Illustration using DAGs
- Extensions of genotype hierarchical models
- Haplotypes vs. genotypes: relative efficiency
- Haplotypes vs. genotypes: example
- Bayesian smoothing and clustering models
- Multiple comparisons and Bayesian smoothing
- Conditional autoregressive (CAR) model
- Illustration using DAGs
- Example using simulated data
- Mutation mapping
- Illustration using DAGs
- Spatial clustering models
- Hierarchical clustering models
- Bayesian spatial clustering using potts model (1)
- Bayesian spatial clustering using potts model (2)
- Illustration using DAGs
- Voronoi model
- Illustration using DAGs
- Spatial clustering figure (1)
- Spatial clustering figure (2)
- Spatial clustering figure (3)
- Spatial clustering figure (4)
- Spatial clustering figure (5)
- Spatial clustering figure (6)
- Spatial clustering figure (7)
- Spatial clustering figure (8)
- Efficacy of spatial clustering: 1 functional mutation
- Example using cystic fibrosis data
- Efficacy of spatial clustering: 2 functional mutations
- Combined potts and Voronoi model
- Coalescent methods
- The coalescent (1)
- The coalescent (2)
- Graphical representation of ancestral relationships
- Ancestral recombination graphs
- Graphical representation of ancestral relationships
- Ancestral recombination graphs
- Approximate bayesian computation
- Conceptual model for LD mapping
- Approximate coalescent methods
- Illustration using case-control data
- Disease mapping by ancestral inference
- Haplotype sharing methods
- Haplotype sharing
- Haplotype sharing correlation
- Example of application
- "Star-shaped" genealogy assumption
- Coalescent approximation
- Illustration using DAGs
- Haplotype blocks, htSNPs, and the HapMap project
- Haplotype blocks and htSNPs
- Example from Jeffries et al., (2001)
- Example from Daly et al., (2001)
- International haplotype mapping project ("HapMap")
- HapMap in the news (1)
- HapMap in the news (2)
- HapMap: "common disease common variant"
- HapMap objectives
- Haplotype-tagging SNPs (htSNPs)
- Is this a reasonable expectation?
- htSNP selection criteria
- Performance of SNP selection
- Multi-ethnic cohort study (1)
- Multi-ethnic cohort study (2)
- Genotyping strategy
- Example: CYP19 and breast cancer (1)
- Hormone synthesis pathways
- Example: CYP19 and breast cancer (2)
- Example: CYP19 and breast cancer (3)
- Example: CYP19 and breast cancer (4)
- CYP19 block 1 haplotypes
- CYP19 blocks 1-3: association with breast cancer
- CYP19 long-range haplotypes
- The spectrum of gene association studies
- Future work
Topics Covered
- Genotype vs. haplotype penetrance models
- Likelihoods and fitting methods for case-control data
- Bayesian smoothing and clustering models
- Coalescent methods
- Haplotype sharing methods
- Haplotype blocks, htSNPs and the HapMap project
Talk Citation
Thomas, D. (2004, September 1). Current methods for the analysis of genetic case-control data: a review [Video file]. In The Biomedical & Life Sciences Collection, Henry Stewart Talks. Retrieved April 1, 2025, from https://doi.org/10.69645/ODNL1752.Export Citation (RIS)
Publication History
Financial Disclosures
- Prof. Duncan Thomas has not informed HSTalks of any commercial/financial relationship that it is appropriate to disclose.
Current methods for the analysis of genetic case-control data: a review
A selection of talks on Genetics & Epigenetics
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