Other things I'd want in the pipeline if it were real data and I had more time General check sequencing/genoyping platform and adjust QC accordingly Sample QC/ Sample Selection X inbreeding - check for sample mix ups PCA for cryptic and divergent ancestry (and covariates in GWAS) test for duplicate samples HapMap concordance Site QC some kind of depth filter filter on QUAL? Regression include more rarer variants (Rare variation, common disease hypothesis) update method for regression to account for rare variants, covariates and family structure Covariates (assuming the phenotype is BMI or something similar): age, sex, socioeconmic background, chronic disease, [height?] QQ Inflation - before and after QC Use genomic control method and calculate inflation factor Other imputation