Topics
This week’s assignments will guide you through the following topics:
- Querying linkage disequilibrium between variants.
- Plotting cis-eQTL associations per gene locus using LocusZoom, a very popular software that researchers use when making manuscript figures.
- If you finish this week’s assignment too quickly, feel free to read up on fine-mapping of cis-eQTL association data, using CAVIAR (http://genetics.cs.ucla.edu/caviar/). For example, feed in your cis-eQTL association data and the 1000Genomes genotype files to figure out which associated variants are likely to be causal in a gene locus.
- In the following weeks, we will discuss fine-mapping cis eQTLs and colocalization with GWAS summary statistics.
Reading
Please read about the following software package:
Tasks
- Follow the tutorial for LocusZoom.
- Use LocusZoom to plot cis-eQTL associations from your dataset. On the y-axis, we want the -log10 P of the cis-eQTL. On the x-axis, we want the genomic position of the variants. And the color of the variants will correspond to the linkage disequilibrium (r2 of genotypes) between the lead variant (variant with largest -log10P) and each other variant in turn.
- Note: I think you will need plink and the 1000Genomes bed/bim/fam files for LocusZoom to figure out the pairwise LD between variants.
- Note: I think you will also need as input to LocusZoom, a table of summary statistics for your cis-eQTLs, meaning a table where one column is the SNPs (rsIDs) and one column is the -log10P of the SNP-gene pair.
- Note: You will need a different summary statistics file for each gene locus, since you should plot one gene locus at a time.
Weekly Questions
Answer the following questions on Gradescope:
- How many significant cis-eQTLs did you find on chr 22? (e.g. p-value < 0.05/number of SNP-gene pairs you tested)
- For any one gene locus, how many cis-eQTLs have LD r2 > 0.8 with the lead variant?
- For any one gene locus, how many cis-eQTLs have LD r2 > 0.5 with the lead variant?
- For any one gene locus, how many cis-eQTLs have LD r2 > 0.1 with the lead variant?
- Please include a LocusZoom plot for your favorite gene locus.