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
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

480-487

Subventions

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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Auteurs

Niall J Lennon (NJ)

Broad Institute of MIT and Harvard, Cambridge, MA, USA. nlennon@broadinstitute.org.

Leah C Kottyan (LC)

Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, USA.

Christopher Kachulis (C)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Noura S Abul-Husn (NS)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Josh Arias (J)

National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.

Gillian Belbin (G)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Jennifer E Below (JE)

Vanderbilt University Medical Center, Nashville, TN, USA.

Sonja I Berndt (SI)

National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.

Wendy K Chung (WK)

Columbia University, New York, NY, USA.

James J Cimino (JJ)

University of Alabama at Birmingham, Birmingham, AL, USA.

Ellen Wright Clayton (EW)

Vanderbilt University Medical Center, Nashville, TN, USA.

John J Connolly (JJ)

Children's Hospital of Philadelphia, Philadelphia, PA, USA.

David R Crosslin (DR)

Tulane University, New Orleans, LA, USA.
University of Washington, Seattle, WA, USA.

Ozan Dikilitas (O)

Mayo Clinic, Rochester, MI, USA.

Digna R Velez Edwards (DR)

Vanderbilt University Medical Center, Nashville, TN, USA.

QiPing Feng (Q)

Vanderbilt University Medical Center, Nashville, TN, USA.

Marissa Fisher (M)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Robert R Freimuth (RR)

Mayo Clinic, Rochester, MI, USA.

Tian Ge (T)

Mass General Brigham, Boston, MA, USA.

Joseph T Glessner (JT)

Children's Hospital of Philadelphia, Philadelphia, PA, USA.

Adam S Gordon (AS)

Northwestern University, Evanston, IL, USA.

Candace Patterson (C)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Hakon Hakonarson (H)

Children's Hospital of Philadelphia, Philadelphia, PA, USA.

Maegan Harden (M)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Margaret Harr (M)

Children's Hospital of Philadelphia, Philadelphia, PA, USA.

Joel N Hirschhorn (JN)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Boston Children's Hospital, Boston, MA, USA.

Clive Hoggart (C)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Li Hsu (L)

Fred Hutchinson Cancer Center, Seattle, WA, USA.

Marguerite R Irvin (MR)

University of Alabama at Birmingham, Birmingham, AL, USA.

Gail P Jarvik (GP)

University of Washington, Seattle, WA, USA.

Elizabeth W Karlson (EW)

Mass General Brigham, Boston, MA, USA.

Atlas Khan (A)

Columbia University, New York, NY, USA.

Amit Khera (A)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Krzysztof Kiryluk (K)

Columbia University, New York, NY, USA.

Iftikhar Kullo (I)

Mayo Clinic, Rochester, MI, USA.

Katie Larkin (K)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Nita Limdi (N)

University of Alabama at Birmingham, Birmingham, AL, USA.

Jodell E Linder (JE)

Vanderbilt University Medical Center, Nashville, TN, USA.

Ruth J F Loos (RJF)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.
The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Yuan Luo (Y)

Northwestern University, Evanston, IL, USA.

Edyta Malolepsza (E)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Teri A Manolio (TA)

National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.

Lisa J Martin (LJ)

Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, USA.

Li McCarthy (L)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Elizabeth M McNally (EM)

Northwestern University, Evanston, IL, USA.

James B Meigs (JB)

Mass General Brigham, Boston, MA, USA.

Tesfaye B Mersha (TB)

Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, USA.

Jonathan D Mosley (JD)

Vanderbilt University Medical Center, Nashville, TN, USA.

Anjene Musick (A)

National Institutes of Health, Bethesda, MD, USA.

Bahram Namjou (B)

Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, USA.

Nihal Pai (N)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Lorenzo L Pesce (LL)

Northwestern University, Evanston, IL, USA.

Ulrike Peters (U)

Fred Hutchinson Cancer Center, Seattle, WA, USA.

Josh F Peterson (JF)

Vanderbilt University Medical Center, Nashville, TN, USA.

Cynthia A Prows (CA)

Cincinnati Children's Hospital Medical Center, University of Cincinnati, Cincinnati, OH, USA.

Megan J Puckelwartz (MJ)

Northwestern University, Evanston, IL, USA.

Heidi L Rehm (HL)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Dan M Roden (DM)

Vanderbilt University Medical Center, Nashville, TN, USA.

Elisabeth A Rosenthal (EA)

University of Washington, Seattle, WA, USA.

Robb Rowley (R)

National Human Genome Research Institute, National Institutes of Health, Bethesda, MD, USA.

Konrad Teodor Sawicki (KT)

Northwestern University, Evanston, IL, USA.

Daniel J Schaid (DJ)

Mayo Clinic, Rochester, MI, USA.

Roelof A J Smit (RAJ)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Johanna L Smith (JL)

Mayo Clinic, Rochester, MI, USA.

Jordan W Smoller (JW)

Mass General Brigham, Boston, MA, USA.

Minta Thomas (M)

Fred Hutchinson Cancer Center, Seattle, WA, USA.

Hemant Tiwari (H)

University of Alabama at Birmingham, Birmingham, AL, USA.

Diana M Toledo (DM)

Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Nataraja Sarma Vaitinadin (NS)

Vanderbilt University Medical Center, Nashville, TN, USA.

David Veenstra (D)

University of Washington, Seattle, WA, USA.

Theresa L Walunas (TL)

Northwestern University, Evanston, IL, USA.

Zhe Wang (Z)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Wei-Qi Wei (WQ)

Vanderbilt University Medical Center, Nashville, TN, USA.

Chunhua Weng (C)

Columbia University, New York, NY, USA.

Georgia L Wiesner (GL)

Vanderbilt University Medical Center, Nashville, TN, USA.

Xianyong Yin (X)

Nanjing Medical University, Nanjing, China.

Eimear E Kenny (EE)

Icahn School of Medicine at Mount Sinai, New York, NY, USA.

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