Pharmacogenomics in the Age of GWAS, Omics Atlases, and PheWAS

Autor: Allyn-Feuer, Ari, Higgins, Gerald A., Athey, Brian D.
Rok vydání: 2018
Předmět:
Druh dokumentu: Working Paper
Popis: The search for causative pharmacogenomic loci is being transformed by integrative omics pipelines, but their outputs have only begun being applied to test design. We assess the direction of the field in light of Biobanks/PheWAS, omics atlases, and AI. We first assess the potential of recent epigenome and spatial genome concepts, datasets, and methods to improve the functionality of PIP-style pipelines. We then discuss new potential methods of genetic test design on the basis of the outputs of such pipelines. We conclude with a vision for a pharmacophenomic atlas, in which omics atlas data, PheWAS associations, and biobank data would be used with AI to design thousands of genetic tests for clinical deployment in an automated parallel process.
Databáze: arXiv