From Statistical Genetics Courses
- 1 Complex Trait Analysis of Next Generation Sequence Data
Complex Trait Analysis of Next Generation Sequence Data
March 23-27, 2015, Max Delbrück Center (MDC) for Molecular Medicine, Berlin, Germany
The goal of the course is to teach the course participants both the theory and application of methods to analyze next generation sequence (NGS) data for human complex traits. Attendees will learn how to design studies, call variants from NGS data, analysis of population- and trio- based sequence data and evaluation of variant functionality. Analyses will include performing complex trait rare variant association analysis for population and trio data. Exercises will be carried out using a variety of computer programs (GATK, IGV, Polyphen2, PSEQ, SEQPower, and Variant Association Tools (VAT)). TOPICS will be include: sequence alignment, calling variants from NGS data, quality control of NGS data, association testing framework for quantitative and qualitative traits (fixed effects, random effects and mixed models), rare variant association methods, estimating power and sample size for rare variant association studies, imputation of rare variants and their analysis, detecting putative causal variants for Mendelian traits and evaluating variant functionality.
Direction to the classroom
- MDC - communication center (Building C83 on the Campus Map)
- Room Axion 2
The building is red and stands across the street from the campus bus stop and the blue bear.
The instructors for the course are Laurent Francioli (University Medical Center Utrecht), Suzanne Leal (Baylor College of Medicine) and Michael Nothnagel (University of Cologne).
Data-sets Used During the Course
In order to obtain a particular data set, please follow the following steps:
- Download the respective data archive file (*.tar.bz2) and place it into an appropriate directory.
- At the command prompt (aka shell or terminal), make this directory the working directory by using the cd command.
- Extract the data files by typing tar xjvf and adding the name of the archive file. The data files will then be in a corresponding subdirectory.
- Change to this subdirectory (cd command) and proceed with the exercise.