Evidence map›Paper›PMID 40661297›Full record

ArticlemedRxiv : the preprint server for health sciences2025

Implementing Integrated Genomic Risk Assessments for Breast Cancer: Lessons Learned from the eMERGE Study.

Cong Liu, Katherine Crew, Jennifer Morse, Jodell E Linder, Antonis C Antoniou, Tim Carver, Josh Cortopassi, Josh F Peterson, Casey N Ta, Christin Hoell and 25 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

35 authors.

Cong LiuBoston Children's Hospital, Division of Genetics and Genomics, Department of Pediatrics, 300 Longwood Avenue, Boston, MA 021155.
Katherine CrewColumbia University Irving Medical Center, Department of Medicine and Epidemiology, 630 West 168th Street, New York, NY 10032.
Jennifer MorseVanderbilt University Medical Center, Vanderbilt Institute for Clinical and Translational Research, 1211 Medical Center Drive, Nashville, TN 37232.
Jodell E LinderVanderbilt University Medical Center, Vanderbilt Institute for Clinical and Translational Research, 1211 Medical Center Drive, Nashville, TN 37232.
Antonis C AntoniouUniversity of Cambridge, Department of Public Health and Primary Care, Forvie Site, Robinson Way, Cambridge CB2 0SR, United Kingdom.
Tim CarverUniversity of Cambridge, Department of Public Health and Primary Care, Forvie Site, Robinson Way, Cambridge CB2 0SR, United Kingdom.
Josh CortopassiUniversity of Alabama at Birmingham, Department of Neurology, 1720 2nd Avenue South, Birmingham, AL 35294.
Josh F PetersonVanderbilt University Medical Center, Vanderbilt Institute for Clinical and Translational Research, 1211 Medical Center Drive, Nashville, TN 37232.
Casey N TaColumbia University, Department of Biomedical Informatics, 630 West 168th Street, New York, NY 10032.
Christin HoellNorthwestern University, Center for Genetic Medicine, 303 East Superior Street, Chicago, IL 60611.
Cynthia ProwsCincinnati Children's Hospital Medical Center, Department of Pediatrics, 3333 Burnet Avenue, Cincinnati, OH 45229.
Eimear E KennyIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Emily MillerMass General Brigham, Department of Personalized Medicine, 399 Revolution Drive, Somerville, MA 02145.
Emma PerezMass General Brigham, Department of Personalized Medicine, 399 Revolution Drive, Somerville, MA 02145.
Gail P JarvikUniversity of Washington, Departments of Medicine and Genome Sciences, 1959 NE Pacific Street, Seattle, WA 98195, USA.
Harris T BlandVanderbilt University Medical Center, Department of Biomedical Informatics, 1211 Medical Center Drive, Nashville, TN 37232.
Jacqueline A OdgisIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Kathleen F MittendorfVanderbilt University Medical Center, Division of Hematology/Oncology, 1211 Medical Center Drive, Nashville, TN 37232.
Katherine E BoniniIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Kyle McGuffinVanderbilt University Medical Center, Vanderbilt Institute for Clinical and Translational Research, 1211 Medical Center Drive, Nashville, TN 37232.
Leah C KottyanCincinnati Children's Hospital Medical Center, Department of Pediatrics, 3333 Burnet Avenue, Cincinnati, OH 45229.
Mary MaradikNorthwestern University, Center for Genetic Medicine, 303 East Superior Street, Chicago, IL 60611.
Nita LimdiUniversity of Alabama at Birmingham, Department of Neurology, 1720 2nd Avenue South, Birmingham, AL 35294.
Noura S Abul-HusnIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Priya N MaratheIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Sabrina A SuckielIcahn School of Medicine at Mount Sinai, Institute for Genomic Health, 1 Gustave L. Levy Place, New York, NY 10029.
Sienna AguilarInvitae Corporation, Medical Affairs, 458 Brannan Street, San Francisco, California 94107.
Toni J LewisVanderbilt University Medical Center, Division of Genetic Medicine, Department of Medicine, 1211 Medical Center Drive, Nashville, TN 37232.
Wei-Qi WeiVanderbilt University Medical Center, Department of Biomedical Informatics, 1211 Medical Center Drive, Nashville, TN 37232.
Yuan LuoNorthwestern University, Department of Preventive Medicine, 680 North Lake Shore Drive, Chicago, IL 60611.
Robert R FreimuthMayo Clinic, Department of Artificial Intelligence and Informatics, 200 First Street SW, Rochester, MN 55905.
Hakon HakonarsonChildren's Hospital of Philadelphia, Center for Applied Genomics, 3615 Civic Center Blvd Philadelphia, PA 19104.
Chunhua WengColumbia University, Department of Biomedical Informatics, 630 West 168th Street, New York, NY 10032.
Wendy K ChungBoston Children's Hospital, Division of Genetics and Genomics, Department of Pediatrics, 300 Longwood Avenue, Boston, MA 021155.
Georgia L WiesnerVanderbilt University Medical Center, Division of Genetic Medicine, Department of Medicine, 1211 Medical Center Drive, Nashville, TN 37232.

Funding

The eMERGE Risk Assessment Network - Coordinating CenterU01HG011166 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI Niall John Lennon, Joseph F. Peterson · 2020 to 2026
$16.8M
Genomic Basis of Susceptibility to COVID-19 Infection and its ComplicationsU01HG006379 · NHGRI · MAYO CLINIC ROCHESTER · PI Richard R. Sharp · 2011 to 2026
$16.5M
Finding Genomic Profiles of COVID-19 Phenotypes from the EHRU01HG008685 · NHGRI · BRIGHAM AND WOMEN'S HOSPITAL · PI ELIZABETH W KARLSON, Matthew S Lebo · 2015 to 2026
$13.6M
Variation, Function, and Disease Supplement ProgramU01HG008657 · NHGRI · UNIVERSITY OF WASHINGTON · PI David Russell Crosslin, Gail Pairitz Jarvik · 2015 to 2026
$13.4M
OMOP information model for eMERGE phenotypingU01HG008680 · NHGRI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Wendy K Chung, GEORGE M HRIPCSAK · 2015 to 2026
$13.3M
Genomic risk in clinic care to promote health equity in New York City patientsU01HG011176 · NHGRI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI NOURA SERENE ABUL-HUSN, Eimear Elizabeth Kenny · 2020 to 2026
$10.4M
Utilizing Polygenic Risk to Understand and Improve Outcomes: A Model For Overturning Health Disparities Through Minority-Enriched Genomics HealthcareU01HG011175 · NHGRI · CHILDREN'S HOSP OF PHILADELPHIA · PI Hakon Hakonarson · 2020 to 2026
$10.3M
Integrating Genomic Risk Assessment for Disease Management in a Clinical PopulationU01HG011167 · NHGRI · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI JAMES J CIMINO, NITA A LIMDI · 2020 to 2026
$9.3M
Northwestern Genomic Risk Assessment and Management ProgramU01HG011169 · NHGRI · NORTHWESTERN UNIVERSITY AT CHICAGO · PI REX L CHISHOLM, Elizabeth M McNally · 2020 to 2026
$7.4M
Polygenic Risk Scores for Healthier African American FamiliesU01HG011172 · NHGRI · CINCINNATI CHILDRENS HOSP MED CTR · PI Leah Claire Kottyan, LISA J MARTIN · 2020 to 2026
$7.2M
Vanderbilt Genome-Electronic Records (VGER) ProjectU01HG011181 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI DAN M RODEN, Digna R Velez Edwards · 2020 to 2026
$7.0M
NHGRI NIH HHS U01 HG006379NHGRI NIH HHS U01 HG008657NHGRI NIH HHS U01 HG008680NHGRI NIH HHS U01 HG008685NHGRI NIH HHS U01 HG011166NHGRI NIH HHS U01 HG011167NHGRI NIH HHS U01 HG011169NHGRI NIH HHS U01 HG011172NHGRI NIH HHS U01 HG011175NHGRI NIH HHS U01 HG011176NHGRI NIH HHS U01 HG011181
6 · The paper itself

Abstract

Objective: To develop and implement a pipeline for integrated breast cancer risk assessment using the BOADICEA model within the eMERGE study, incorporating polygenic risk scores (PRS), monogenic variants, family history, and clinical factors. Materials and Methods: A pipeline was deployed across ten eMERGE clinical sites, integrating data from REDCap surveys, PRS reports, monogenic reports, and pedigrees via CanRisk Application Programming Interface (API). The process included design, customization, technical implementation, testing, and refinement. Results: The pipeline successfully generated integrated risk scores for >10,000 females. Of these, 3.6% were classified as high-risk (≥25% lifetime risk), and 0.9% harbored rare pathogenic variants in BRCA1, BRCA2, PALB2, or PTEN. High PRS only scores were identified in 5.6% of participants. Among those with high PRS, 34% also had high-risk based on integrated scores. API and User Interface (UI) results were highly concordant, with an average difference of 0.13%. Discussion: Key challenges included integrating diverse data sources, handling missing data, and standardizing pedigree formats. Risk classification discrepancies highlighted the need for refined communication strategies. Conclusion: This study demonstrates the feasibility of PRS-integrated breast cancer risk assessment in clinical settings but underscores challenges in data integration and risk communication. Future work should enhance recalibration for diverse populations and streamline workflows for risk interpretation and update.

Identifiers

PMID40661297
PMCPMC12258737

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.