paperKB
coga / coga-kb
Help
Sign in

Chunk #14 — Results — Statistical modeling of genetic effect on drug approval

Source
Are drug targets with genetic support twice as likely to be approved? Revised estimates of the impact of genetic support for drug mechanisms on the probability of drug approval.
Embedded
yes

Text

GWAS genetic evidence has a smaller positive effect on approval than does OMIM genetic evidence, and we only find a small beneficial effect of GWAS genetic evidence in the New Genetic validation set. One possible explanation is that most GWAS associations are to noncoding variants, and determining function from these associations will require more advanced methodology [20]. Indeed, when we only consider GWAS Catalog SNPs in high LD (R2 ≥ 0.9) to a missense variant or other variant predicted to be moderately or highly deleterious [21], the estimated effect of GWAS genetic evidence on drug target approval approaches that of OMIM. Moreover, for missense variants, we see a larger estimated effect of genetic evidence when using a more stringent LD cutoff to the lead SNP (Fig 2B).