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Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations
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 assess...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275001/ https://www.ncbi.nlm.nih.gov/pubmed/37333246 http://dx.doi.org/10.1101/2023.05.25.23290535 |
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author | Lennon, Niall J Kottyan, Leah C Kachulis, Christopher Abul-Husn, Noura Arias, Josh Belbin, Gillian Below, Jennifer E Berndt, Sonja Chung, Wendy Cimino, James J. Clayton, Ellen Wright Connolly, John J. Crosslin, David Dikilitas, Ozan Velez Edwards, Digna R. Feng, QiPing Fisher, Marissa Freimuth, Robert Ge, Tian Glessner, Joseph T. Gordon, Adam Guiducci, Candace Hakonarson, Hakon Harden, Maegan Harr, Margaret Hirschhorn, Joel Hoggart, Clive Hsu, Li Irvin, Ryan Jarvik, Gail P. Karlson, Elizabeth W. Khan, Atlas Khera, Amit Kiryluk, Krzysztof Kullo, Iftikhar Larkin, Katie Limdi, Nita Linder, Jodell E. Loos, Ruth Luo, Yuan Malolepsza, Edyta Manolio, Teri Martin, Lisa J. McCarthy, Li Meigs, James B Mersha, Tesfaye B. Mosley, Jonathan Namjou, Bahram Pai, Nihal Pesce, Lorenzo L. Peters, Ulrike Peterson, Josh Prows, Cynthia A. Puckelwartz, Megan J. Rehm, Heidi Roden, Dan Rosenthal, Elisabeth A. Rowley, Robb Sawicki, Konrad Teodor Schaid, Dan Schmidlen, Tara Smit, Roelof Smith, Johanna Smoller, Jordan W. Thomas, Minta Tiwari, Hemant Toledo, Diana Vaitinadin, Nataraja Sarma Veenstra, David Walunas, Theresa Wang, Zhe Wei, Wei-Qi Weng, Chunhua Wiesner, Georgia Xianyong, Yin Kenny, Eimear |
author_facet | Lennon, Niall J Kottyan, Leah C Kachulis, Christopher Abul-Husn, Noura Arias, Josh Belbin, Gillian Below, Jennifer E Berndt, Sonja Chung, Wendy Cimino, James J. Clayton, Ellen Wright Connolly, John J. Crosslin, David Dikilitas, Ozan Velez Edwards, Digna R. Feng, QiPing Fisher, Marissa Freimuth, Robert Ge, Tian Glessner, Joseph T. Gordon, Adam Guiducci, Candace Hakonarson, Hakon Harden, Maegan Harr, Margaret Hirschhorn, Joel Hoggart, Clive Hsu, Li Irvin, Ryan Jarvik, Gail P. Karlson, Elizabeth W. Khan, Atlas Khera, Amit Kiryluk, Krzysztof Kullo, Iftikhar Larkin, Katie Limdi, Nita Linder, Jodell E. Loos, Ruth Luo, Yuan Malolepsza, Edyta Manolio, Teri Martin, Lisa J. McCarthy, Li Meigs, James B Mersha, Tesfaye B. Mosley, Jonathan Namjou, Bahram Pai, Nihal Pesce, Lorenzo L. Peters, Ulrike Peterson, Josh Prows, Cynthia A. Puckelwartz, Megan J. Rehm, Heidi Roden, Dan Rosenthal, Elisabeth A. Rowley, Robb Sawicki, Konrad Teodor Schaid, Dan Schmidlen, Tara Smit, Roelof Smith, Johanna Smoller, Jordan W. Thomas, Minta Tiwari, Hemant Toledo, Diana Vaitinadin, Nataraja Sarma Veenstra, David Walunas, Theresa Wang, Zhe Wei, Wei-Qi Weng, Chunhua Wiesner, Georgia Xianyong, Yin Kenny, Eimear |
author_sort | Lennon, Niall J |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-10275001 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-102750012023-06-17 Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations Lennon, Niall J Kottyan, Leah C Kachulis, Christopher Abul-Husn, Noura Arias, Josh Belbin, Gillian Below, Jennifer E Berndt, Sonja Chung, Wendy Cimino, James J. Clayton, Ellen Wright Connolly, John J. Crosslin, David Dikilitas, Ozan Velez Edwards, Digna R. Feng, QiPing Fisher, Marissa Freimuth, Robert Ge, Tian Glessner, Joseph T. Gordon, Adam Guiducci, Candace Hakonarson, Hakon Harden, Maegan Harr, Margaret Hirschhorn, Joel Hoggart, Clive Hsu, Li Irvin, Ryan Jarvik, Gail P. Karlson, Elizabeth W. Khan, Atlas Khera, Amit Kiryluk, Krzysztof Kullo, Iftikhar Larkin, Katie Limdi, Nita Linder, Jodell E. Loos, Ruth Luo, Yuan Malolepsza, Edyta Manolio, Teri Martin, Lisa J. McCarthy, Li Meigs, James B Mersha, Tesfaye B. Mosley, Jonathan Namjou, Bahram Pai, Nihal Pesce, Lorenzo L. Peters, Ulrike Peterson, Josh Prows, Cynthia A. Puckelwartz, Megan J. Rehm, Heidi Roden, Dan Rosenthal, Elisabeth A. Rowley, Robb Sawicki, Konrad Teodor Schaid, Dan Schmidlen, Tara Smit, Roelof Smith, Johanna Smoller, Jordan W. Thomas, Minta Tiwari, Hemant Toledo, Diana Vaitinadin, Nataraja Sarma Veenstra, David Walunas, Theresa Wang, Zhe Wei, Wei-Qi Weng, Chunhua Wiesner, Georgia Xianyong, Yin Kenny, Eimear medRxiv Article 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. Cold Spring Harbor Laboratory 2023-06-05 /pmc/articles/PMC10275001/ /pubmed/37333246 http://dx.doi.org/10.1101/2023.05.25.23290535 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article Lennon, Niall J Kottyan, Leah C Kachulis, Christopher Abul-Husn, Noura Arias, Josh Belbin, Gillian Below, Jennifer E Berndt, Sonja Chung, Wendy Cimino, James J. Clayton, Ellen Wright Connolly, John J. Crosslin, David Dikilitas, Ozan Velez Edwards, Digna R. Feng, QiPing Fisher, Marissa Freimuth, Robert Ge, Tian Glessner, Joseph T. Gordon, Adam Guiducci, Candace Hakonarson, Hakon Harden, Maegan Harr, Margaret Hirschhorn, Joel Hoggart, Clive Hsu, Li Irvin, Ryan Jarvik, Gail P. Karlson, Elizabeth W. Khan, Atlas Khera, Amit Kiryluk, Krzysztof Kullo, Iftikhar Larkin, Katie Limdi, Nita Linder, Jodell E. Loos, Ruth Luo, Yuan Malolepsza, Edyta Manolio, Teri Martin, Lisa J. McCarthy, Li Meigs, James B Mersha, Tesfaye B. Mosley, Jonathan Namjou, Bahram Pai, Nihal Pesce, Lorenzo L. Peters, Ulrike Peterson, Josh Prows, Cynthia A. Puckelwartz, Megan J. Rehm, Heidi Roden, Dan Rosenthal, Elisabeth A. Rowley, Robb Sawicki, Konrad Teodor Schaid, Dan Schmidlen, Tara Smit, Roelof Smith, Johanna Smoller, Jordan W. Thomas, Minta Tiwari, Hemant Toledo, Diana Vaitinadin, Nataraja Sarma Veenstra, David Walunas, Theresa Wang, Zhe Wei, Wei-Qi Weng, Chunhua Wiesner, Georgia Xianyong, Yin Kenny, Eimear Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title | Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title_full | Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title_fullStr | Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title_full_unstemmed | Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title_short | Selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
title_sort | selection, optimization, and validation of ten chronic disease polygenic risk scores for clinical implementation in diverse populations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10275001/ https://www.ncbi.nlm.nih.gov/pubmed/37333246 http://dx.doi.org/10.1101/2023.05.25.23290535 |
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