Lecture
Lecture 5
2021-04-12
Haky Im
𝕙ttps://www.icloud.com/keynote/0_qyvjHjowGtOqZd10GD470hA#L5-Population-Structure-PCA
[…] Mills, Melinda C.; Barban, Nicola; Tropf, Felix C.. An Introduction to Statistical Genetic Data Analysis (p. 237). MIT Press. Kindle Edition.
[…] J. Novembre, et al “Genes mirror geography within …
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Lecture 4 - Multiple Testing
2021-04-06
Haky Im
𝕊ee the vignette here
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Lecture 3
2021-04-03
Haky Im
𝕙ttps://www.icloud.com/keynote/0dwLzjUpbNc3nVNxdrkvM-UHw#L3-Cancer-GWAS-QC (it takes a couple of minutes to set up the access the first time)
[…] Bycroft, C., Freeman, C., Petkova, D. et al. The UK Biobank resource with deep phenotyping and genomic data. Nature 562, 203–209 (2018). …
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Lecture 2 - GWAS of cancer risk
2021-03-30
Haky Im
𝕊ud et al (see reference section). This review covers most of the concepts we want to cover in this class. We will learn by doing and unpack many of the concepts mentioned in the review. Hopefully, you will re-read the paper at the end of the class and realize how much you have learned.
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Mixed Effects Model to Handle Population Structure
2021-02-11
R package build
𝔾WAS: \(\boldsymbol{Y} = \boldsymbol{X}\beta + \boldsymbol{\epsilon}\)
Example with n=4 \[\begin{bmatrix} y_1 \\ y_2 \\ y_3 \\ y_4 \end{bmatrix} = \begin{bmatrix} x_1 \\ x_2 \\ x_3 \\ x_4 \end{bmatrix}\cdot \beta + \begin{bmatrix} \epsilon_1 \\ \epsilon_2 \\ \epsilon_3 \\ \epsilon_4 \end{bmatrix}\] …
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