7.11 Homework

7.11.0.1 Learning Objectives

  • Interpret the summary statistics typically reported in GWAS studies
  • Understand the limitations and biases of GWAS

7.11.0.2 Assignment

Find any GWAS paper. Read it and report:

  • Phenotype being studied
  • Sample size
  • Population being studied (homogeneous? Multi-ethnic? If it’s multi-ethnic, how do they correct for the effect of ancestry?)
  • For the top asssociation:
    • p-value (would you call it significant genome wide?)
    • Effect size
    • Did the authors replicate the result in an independent cohort?
    • Haplotype structure, nearby genes, causal variant

Example solution

Example GWAS: Genome-wide analysis identifies genetic effects on reproductive success and ongoing natural selection at the FADS locus.

  • Phenotype: Number of children ever born
  • Sample size:: 785,604
  • Population: European; no population structure correction (but did control for family structure)
  • Top asssociation: rs201815280, chr3:85546181, A->ACACC (from Supp. Table 7)
    • p-value: 5.25e-26, seems genome-wide significant
    • Effect size: 0.0249 (with every copy of the ACACC allele, individuals have one more child born)
    • Replication: Did not replicate in a cohort of 34,367 women from the FinnGen study (p = 0.177)
    • Haplotype structure, nearby genes, causal variant: In an intron of CADM2; no causal variant or LD analysis