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Population structure in genome-wide association studies / Dan Davison.

Henry Stewart Biomedical & Life Sciences Collection Available online

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Format:
Video
Author/Creator:
Davison, Dan, author.
Language:
English
Subjects (All):
Disease susceptibility.
Physiology, Pathological.
Physical Description:
1 videorecording (31 min., 34 sec.)
Place of Publication:
London : Henry Stewart Talks Ltd, 2008.
System Details:
video file
Summary:
Audio-visual presentation: What is population structure? -- The problem of structure in association studies -- Detecting unknown structure -- Mixture modelling, principal components analysis -- Is there a problem? -- Controlling for known structure: matching, family-based designs, stratified testing -- Controlling for unknown structure: genomic control, mixture modelling, principal components, regression modelling.
Contents:
Introduction
Outline
What is population structure?
The problem of structure in association studies
The problem can be worse
Detecting unknown structure
Detecting unknown structure: mixture modelling
Structure: no-admixture model
Structure: admixture model
Example of admixture model
Principal components analysis
Example of PCA
Detecting unknown structure using PCA: summary
PCA example: East Asia
PCA example: Europe
Ancestry informative markers (AIMs)
Unknown strucrure
Is there a problem? (1)
Is there a problem? (2)
A priori known structure
Sample matching (1)
Sample matching (2)
Stratified testing
Limitations of stratified testing
Controlling for unknown structure
Genomic control
Advantages and disadvantages of genomic control
Use inferred structure
Regression modelling
Structured association (1)
Structured association (2)
Structured association: STRAT
Controlling for unknown structure: PCA
EIGENSTRAT: simulation study (1)
EIGENSTRAT: simulation study (2)
EIGENSTRAT: simulation study (3)
Simulation study: differentiated SNPs (1)
Simulation study: differentiated SNPs (2)
Summary
Software
References.
Notes:
Description based on: online resource; title from PDF information screen (Henry Stewart Talks Business & Management Collection, viewed April 8, 2024).
Retrieved April 9, 2024, from https://hstalks.com/bs/870/.

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