Statistical Genetics
(CHL 5224, Winter 2012)
http://fisher.utstat.toronto.edu/sun/Teaching/chl5224_index.html
First Lecture: Monday January 9, 2012
General Information
- Time: Mondays, 10am - noon (Please arrive on time so we
can end on time to give enough between-calss time to students who are taking the Math Stat. II).
- Location: HSB 790.
HSB: Health Sciences Building, 155 College Street (South on College
and West of University).
Instructors
- Lei Sun (sun@utstat.toronto.edu)
- Wei Xu (wxu@uhnres.utoronto.ca)
Office Hour
- Mondays 11:50-12:30pm (other personal on-demand time slots can
also be
arranged, particularly for students who are taking the Math Stat. II).
- There is no TA for the course.
Prerequisites and Enrollment
- This is a graduate course with the following prerequisites.
- Statistics at the graduate level or consent of instructor.
- There will be one or more simulation studies (no tutorial)
and use of GENEHUNTER and PLINK software packages (with
tutorial).
- All participating students must register! This is a
graduate school policy.
- January 23: The final date to enroll the course.
- February 27: The final date to withdraw from the course.
Course Information
- Teaching objectives
This course is for students of biostatistics, epidemiology and
statistics with little genetics background but with some knowledge of
probability and statistics. This course covers the fundamental
statistical problems in genetics, with an emphasis on human
genetics. The aim of the course is to provide students necessary
background and prepare them for advanced study and research in the
area of statistical genetics.
- Format of instruction
Lectures and computing labs
- Evaluation
Student evaluation will be based on homework problem sets and lab
projects and overall participation in the classes.
- Recommended books (no formal text book but lecture notes in .pdf
are provided)
- For basic genetics background
- Gonick L, Wheelis M (1991). Cartoon guide to genetics. Revised edition. HarperCollins.
- Virtually any genetics textbook.
- For statistical genetics
- Sham P (1998). Statistics in Human Genetics. Arnold, London.
- Zieglier A, Koenig I (2006). A Statistical Approach to Genetic Epidemiology: Concepts and Applications. Wiley-VCH, .
- Thomas DC (2004). Statistical Methods in Genetic Epidemiology. Oxford University Press.
- Lange K (2002). Mathematical and Statistical Methods for Genetic Analysis. 2nd edition. Springer-Verlag, New York.
- Ott J (1999). Analysis of Human Genetic Linkage. 3rd edition. Johns Hopkins University Press, Baltimore.
- January 9: session 1 (Wei Xu).
Introduction and overview, and administrative work.
- January 16: session 2 (Lei Sun).
Basic genetic terms and principles of population genetics.
- January 24: session 3 (Wei Xu).
Familial aggregation, single locus inheritance, and segregation
analysis.
- January 30: session 4 (Lei Sun).
Multiple locus inheritance, map, and linkage.
- February 6: session 5 (Lei Sun).
Linkage mapping I (full-parametric method and allele-sharing
method).
- February 13: session 6 (Lei Sun).
Computing lab I - application using GENEHUNTER.
- February 20: University reading week, no class.
- February 27: session 7 (Wei Xu).
Association analysis I (LD, case-control study and TDT).
- March 5: session 8 (Wei Xu).
Association analysis II (Genome wide association study, haplotype
analysis).
- March 12: session 9 (Wei Xu).
Computing lab II - application using PLINK.
- March 19: session 10 (Laura Faye and Lei Sun).
Principal component analysis
- March 26: session 11 (Lei Sun).
Mutiple hypothesis testing.
- April 02: session 12 (Lei Sun; Lat One!).
GWAS and related statistical issues.