

University of Colorado Boulder - Genetic Epidemiology Foundations
- Offered byCoursera
- Public/Government Institute
Genetic Epidemiology Foundations at Coursera Overview
Duration | 17 hours |
Total fee | Free |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Explore Free Course |
Credential | Certificate |
Genetic Epidemiology Foundations at Coursera Highlights
- Shareable Certificate Earn a Certificate upon completion
- 100% online Start instantly and learn at your own schedule.
- Flexible deadlines Reset deadlines in accordance to your schedule.
- Intermediate Level
- Approx. 17 hours to complete
- English Subtitles: English
Genetic Epidemiology Foundations at Coursera Course details
- This course is presented by the University of Colorado Denver in collaboration with the Vanderbilt Genetics Institute at Vanderbilt University Medical Center and the International Genetic Epidemiology Society. It is designed to provide students with the background and knowledge foundations necessary to conduct statistical analysis of genetic association study data. This course includes multiple lectures and evaluations on each of the topics: the history of genetics research presented by Dr. Nancy Cox, foundational concepts in population genetics presented by Dr. Bruce Weir, population structure in genetic association studies presented by Dr. Todd Edwards, quality control in genetic studies presented by Dr. Goncalo Abecasis, analysis of population-based case-control association studies presented by Dr. Celia Greenwood, and analysis of family-based studies presented by Dr. Joan Bailey-Wilson. Examples of concepts and reference literature are also provided in this 6-module course.
Genetic Epidemiology Foundations at Coursera Curriculum
What is Genetic Epidemiology? Historical Perspective and Introduction
Course Introduction
Module 1 Introduction: What is Genetic Epidemiology?
Origins of Genetic Epidemiology
Legacies of these Origins and Scientific Rigor
Liability and Threshold Models: Introduction
Testing and an Example
Genetic Regulation of Gene Expression
Introduction
Methods
Methods Continued and Extension
Pleiotropy
Glossary
References and Links
Module 1 Summative Assessment
Introduction to Population Genetics: Models and Assumptions
Introduction to Population Genetics
Hardy-Weinberg Equilibrium Definition and Implications
HWE Testing and P-Values
HWE Testing Power, QQ Plots, and Multiple Tests
HW Departures and Population Structure
Genetic Drift I
Genetic Drift II
Population Structure I
Population Structure II
Inbreeding and Relatedness I
Inbreeding and Relatedness II
Inbreeding and Relatedness III
Linkage Disquilibrium I
Linkage Disquilibrium II
Linkage Disquilibrium III
Linkage Disquilibrium IV
Related Articles
Module 2 Summative Assessment
Population Structure and Genetic Association Studies
Population Structure
Definition of Population Structure and Brief Overview of Human History
Factors the Influence Population Structure and Genetic Drift
Natural Selection
Examples of Population Structure in Modern Humans
Pima Example
Statistical Methods I: Structured Association and Genomic Control
Statistical Methods II: Principal Components Analysis
Statistical Methods III: LD Score Regression
Statistical Methods IV: Principal Components
Statistical Methods V: Mixed Models
Statistical Methods VI: Admixture Mapping
Resources Part 1
Resources Part 2
Module 3 Summative Assessment
Basic Quality Control in Genetic Data: Data Structure
Basic Quality Control in Genetic Data
Motivation and Background
Introduction to Quality Control
QQplots: Part 1
QQplots: Part 2
Mendelian Inconsistency Checks
Population Structure: Part 1
Population Structure: Part 2
Genotype Imputation: Introduction
Genotype Imputation: The Details, Part 1
Genotype Imputation: The Details, Part 2
Optional Readings
Module 4 Summative Assessment
Population-Based Association Studies
Population-Based Association Studies
Basic Measures: Part 1
Basic Measures: Part 2
Common Modeling Strategies: Part 1
Common Modeling Strategies: Part 2
Introduction to Multiple Testing: Part 1
Introduction to Multiple Testing: Part 2
Reproducibility: Part 1
Reproducibility: Part 2
Introduction to Genotype Imputation: Part 1
Introduction to Genotype Imputation: Part 2
Introduction to Meta-Analysis and Consortia: Part 1
Introduction to Meta-Analysis and Consortia: Part 2
Introduction to Meta-Analysis and Consortia: Part 3
Resources
Module 5 Summative Assessment
Family-Based Designs
Family-Based Designs
Overview
Familial Clustering
Twin Studies
Other Designs
Classical Methods
Modern Methods
Basics Part 1
Basics Part 2
Recombination and Mapping
Parametric Methods
Model-Free Methods
Overview Part 1
Overview Part 2
Types of Methods
Overview
Linkage
Association
References and Software
Module 6 Summative Assessment
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