Selection, optimization and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse US populations.
Journal
Nature medicine
ISSN: 1546-170X
Titre abrégé: Nat Med
Pays: United States
ID NLM: 9502015
Informations de publication
Date de publication:
Feb 2024
Feb 2024
Historique:
received:
25
05
2023
accepted:
02
01
2024
medline:
22
2
2024
pubmed:
20
2
2024
entrez:
20
2
2024
Statut:
ppublish
Résumé
Polygenic risk scores (PRSs) have improved in predictive performance, but several challenges remain to be addressed before PRSs can be implemented in the clinic, including reduced predictive performance of PRSs in diverse populations, and the interpretation and communication of genetic results to both providers and patients. To address these challenges, the National Human Genome Research Institute-funded Electronic Medical Records and Genomics (eMERGE) Network has developed a framework and pipeline for return of a PRS-based genome-informed risk assessment to 25,000 diverse adults and children as part of a clinical study. From an initial list of 23 conditions, ten were selected for implementation based on PRS performance, medical actionability and potential clinical utility, including cardiometabolic diseases and cancer. Standardized metrics were considered in the selection process, with additional consideration given to strength of evidence in African and Hispanic populations. We then developed a pipeline for clinical PRS implementation (score transfer to a clinical laboratory, validation and verification of score performance), and used genetic ancestry to calibrate PRS mean and variance, utilizing genetically diverse data from 13,475 participants of the All of Us Research Program cohort to train and test model parameters. Finally, we created a framework for regulatory compliance and developed a PRS clinical report for return to providers and for inclusion in an additional genome-informed risk assessment. The initial experience from eMERGE can inform the approach needed to implement PRS-based testing in diverse clinical settings.
Identifiants
pubmed: 38374346
doi: 10.1038/s41591-024-02796-z
pii: 10.1038/s41591-024-02796-z
pmc: PMC10878968
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
480-487Subventions
Organisme : NHGRI NIH HHS
ID : U01 HG008657
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026551
Pays : United States
Organisme : NIH HHS
ID : U24 OD023121
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026552
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026549
Pays : United States
Organisme : NIH HHS
ID : OT2 OD025337
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011175
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011169
Pays : United States
Organisme : NIH HHS
ID : OT2 OD025277
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026550
Pays : United States
Organisme : NIH HHS
ID : OT2 OD025276
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011181
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011167
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026556
Pays : United States
Organisme : NIH HHS
ID : U24 OD023176
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011172
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026548
Pays : United States
Organisme : NIH HHS
ID : OT2 OD035404
Pays : United States
Organisme : NIH HHS
ID : OT2 OD025315
Pays : United States
Organisme : NIH HHS
ID : OT2 OD030043
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026555
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG008680
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011176
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026557
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG008685
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG006379
Pays : United States
Organisme : NIH HHS
ID : OT2 OD026554
Pays : United States
Organisme : NHGRI NIH HHS
ID : U01 HG011166
Pays : United States
Investigateurs
Sonja Berndt
(S)
Joel Hirschhorn
(J)
Ruth Loos
(R)
Commentaires et corrections
Type : UpdateOf
Informations de copyright
© 2024. The Author(s).
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