Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations.


Journal

medRxiv : the preprint server for health sciences
Titre abrégé: medRxiv
Pays: United States
ID NLM: 101767986

Informations de publication

Date de publication:
05 Jun 2023
Historique:
pubmed: 19 6 2023
medline: 19 6 2023
entrez: 19 6 2023
Statut: epublish

Résumé

Polygenic risk scores (PRS) have improved in predictive performance supporting their use in clinical practice. Reduced predictive performance of PRS in diverse populations can exacerbate existing health disparities. The NHGRI-funded eMERGE Network is returning a PRS-based genome-informed risk assessment to 25,000 diverse adults and children. We assessed PRS performance, medical actionability, and potential clinical utility for 23 conditions. Standardized metrics were considered in the selection process with additional consideration given to strength of evidence in African and Hispanic populations. Ten conditions were selected with a range of high-risk thresholds: atrial fibrillation, breast cancer, chronic kidney disease, coronary heart disease, hypercholesterolemia, prostate cancer, asthma, type 1 diabetes, obesity, and type 2 diabetes. We developed a pipeline for clinical PRS implementation, used genetic ancestry to calibrate PRS mean and variance, created a framework for regulatory compliance, and developed a PRS clinical report. eMERGE's experience informs the infrastructure needed to implement PRS-based implementation in diverse clinical settings.

Identifiants

pubmed: 37333246
doi: 10.1101/2023.05.25.23290535
pmc: PMC10275001
pii:
doi:

Types de publication

Preprint

Langues

eng

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

Déclaration de conflit d'intérêts

Conflict of Interest The authors have no conflicts of interest to declare.

Auteurs

Niall J Lennon (NJ)

Broad Institute of MIT and Harvard.

Leah C Kottyan (LC)

Cincinnati Children's Hospital Medical Center.

Christopher Kachulis (C)

Broad Institute of MIT and Harvard.

Josh Arias (J)

National Institutes of Health.

Gillian Belbin (G)

Icahn School Mount Sinai.

Jennifer E Below (JE)

Vanderbilt University Medical Center.

Sonja Berndt (S)

National Institutes of Health.

Wendy Chung (W)

Columbia University.

James J Cimino (JJ)

University of Alabama at Birmingham.

Ellen Wright Clayton (EW)

Vanderbilt University Medical Center.

John J Connolly (JJ)

Children's Hospital of Philadelphia.

David Crosslin (D)

University of Washington.

Digna R Velez Edwards (DR)

Vanderbilt University Medical Center.

QiPing Feng (Q)

Vanderbilt University Medical Center.

Marissa Fisher (M)

Broad Institute of MIT and Harvard.

Tian Ge (T)

Mass General Brigham.

Joseph T Glessner (JT)

Children's Hospital of Philadelphia.

Adam Gordon (A)

Northwestern University.

Candace Guiducci (C)

Broad Institute of MIT and Harvard.

Hakon Hakonarson (H)

Children's Hospital of Philadelphia.

Maegan Harden (M)

Broad Institute of MIT and Harvard.

Margaret Harr (M)

Children's Hospital of Philadelphia.

Joel Hirschhorn (J)

Children's Hospital Boston.

Clive Hoggart (C)

Icahn School Mount Sinai.

Li Hsu (L)

Fred Hutchinson Cancer Center and University of Washington.

Ryan Irvin (R)

University of Alabama at Birmingham.

Gail P Jarvik (GP)

University of Washington Medical Center.

Elizabeth W Karlson (EW)

Mass General Brigham.

Atlas Khan (A)

Columbia University.

Amit Khera (A)

Broad Institute of MIT and Harvard.

Krzysztof Kiryluk (K)

Columbia University.

Katie Larkin (K)

Broad Institute of MIT and Harvard.

Nita Limdi (N)

University of Alabama at Birmingham.

Jodell E Linder (JE)

Vanderbilt University Medical Center.

Ruth Loos (R)

University of Copenhagen.

Yuan Luo (Y)

Northwestern University.

Edyta Malolepsza (E)

Broad Institute of MIT and Harvard.

Teri Manolio (T)

National Institutes of Health.

Lisa J Martin (LJ)

Cincinnati Children's Hospital Medical Center.

Li McCarthy (L)

Broad Institute of MIT and Harvard.

James B Meigs (JB)

Mass General Brigham.

Tesfaye B Mersha (TB)

Cincinnati Children's Hospital Medical Center.

Jonathan Mosley (J)

Vanderbilt University Medical Center.

Bahram Namjou (B)

Cincinnati Children's Hospital Medical Center.

Nihal Pai (N)

Broad Institute of MIT and Harvard.

Lorenzo L Pesce (LL)

Northwestern University.

Ulrike Peters (U)

Fred Hutchinson Cancer Center and University of Washington.

Josh Peterson (J)

Vanderbilt University Medical Center.

Cynthia A Prows (CA)

Cincinnati Children's Hospital Medical Center.

Megan J Puckelwartz (MJ)

Northwestern University.

Heidi Rehm (H)

Broad Institute of MIT and Harvard.

Dan Roden (D)

Vanderbilt University Medical Center.

Elisabeth A Rosenthal (EA)

University of Washington Medical Center.

Robb Rowley (R)

National Institutes of Health.

Konrad Teodor Sawicki (KT)

Northwestern University.

Dan Schaid (D)

Mayo Clinic.

Roelof Smit (R)

Icahn School Mount Sinai.

Johanna Smith (J)

Mayo Clinic.

Jordan W Smoller (JW)

Mass General Brigham.

Minta Thomas (M)

University of Washington.

Hemant Tiwari (H)

University of Alabama at Birmingham.

Diana Toledo (D)

Broad Institute of MIT and Harvard.

Nataraja Sarma Vaitinadin (NS)

Vanderbilt University Medical Center.

David Veenstra (D)

University of Washington.

Theresa Walunas (T)

Northwestern University.

Zhe Wang (Z)

Icahn School Mount Sinai.

Wei-Qi Wei (WQ)

Vanderbilt University Medical Center.

Chunhua Weng (C)

Columbia University.

Georgia Wiesner (G)

Vanderbilt University Medical Center.

Yin Xianyong (Y)

University of Michigan.

Classifications MeSH