GWAS Flashcards
Types of genetic variation
SNPs, STRs, VNTRs, CNVc, InDels
SNPs
Single-nucleotide polymorphism
Only one nucleotide is affected, most often biallelic. Must be common genetic variant (have >1% allele frequency).
GWAS
Genome-wide association study.
Discovery of associations between certain variations (SNPs) in our genome and certain physical traits (phenotype).
First ever GWAS
Genetic associations with age-related macular degeneration (AMD).
Result: variant in complement factor H gene is strongly ass with AMD.
Affymetrix
Microarray.
RNA > cDNA > cRNA > labeling with biotin > fragmentation > onto array > hybridize to complementary probes on chip > washing > scan
Color/intensity > amount of RNA that has bound
Illumina
DNA fragmentation > adapter binding > loading onto flow cell > binding to attached oligos > cluster generation: bridge amplification > primers/nucleotides (fluorescent terminators) are added > imaaging
GWAS analysis
GWAS analysis program: PLINK.
Regression analysis is performed for each SNP in association to phenotype.
Determination of p-value.
p-value has to be very low for SNP to be significant (eg 5x10^-8).
Depiction of p-values (as -log10) in Manhattan-plot.
Ideal: region with several SNPs > which gene?
Advantages, disadvantages of GWAS
Pro: hypothesis free, easy data acquisition.
Con: Association does not mean causation.
Limits: some data might get lost (rare SNPs), lack of diversity (mostly European), p-value threshold has to be really low to account for multiple testing
Genetic factors influencing effect of Metoprolol
Lack of CYP2D6 affects drug metabolism (SNPs identified by GWAS).
Stevens-Johnson Syndrome
Adverse reaction (type 4) to drug. GWAS identified SNPs significantly associated with carbamazepine-induced adverse reactions (T-cell mediated drug hypersensitivity).
Sclerosteosis
GWAS was not used.
Skeletal overgrowth of skull inn South Africa, similar disease in Netherlands. Linkage analysis with microsatellite markers > identification of SOST (sclerostin, inhibits bone formation) as causative gene.
Of pharmacological interest to develop osteoporois medication.