title: Biomarkers and oncology: the path forward to a learning health system.
authors.affiliation: From the Department of Hematology-Oncology, Palo Alto Medical Foundation, Palo Alto, California (Dr Yu); the Center for Health Insights, University of Missouri, Kansas City (Dr Hoffman); and the Breast Oncology Program, University of Michigan Comprehensive Cancer Center, Ann Arbor (Dr Hayes).
authors.forename: Peter P
authors.initials: PP
authors.lastname: Yu
authors.forename: Mark A
authors.initials: MA
authors.lastname: Hoffman
authors.forename: Daniel F
authors.initials: DF
authors.lastname: Hayes
mesh_terms: D014408:Biomarkers, Tumor / Q000235:genetics*; D003695:Delivery of Health Care / Q000379:methods / Q000639:trends; D005820:Genetic Testing / Q000379:methods / Q000639:trends; D006801:Humans; D008495:Medical Oncology / Q000379:methods* / Q000639:trends; D062346:Molecular Medicine / Q000379:methods* / Q000639:trends; D009369:Neoplasms / Q000175:diagnosis / Q000235:genetics / Q000628:therapy; D057285:Precision Medicine / Q000379:methods* / Q000639:trends
chemical_list: D014408:Biomarkers, Tumor