The optimal penalty parameter (Lambda.min) was 0.004768949, which selected 7 variables with non-zero coefficients: diabetes, beta-blockers, PPIs, HDL levels, unstable carotid plaque, apo B levels (Figure 2-1, Figure 2-2). This evidence concerns the gene APOB and diabetes mellitus.