Recent advances in polygenic scores: translation, equitability, methods and FAIR tools

被引:0
|
作者
Ruidong Xiang
Martin Kelemen
Yu Xu
Laura W. Harris
Helen Parkinson
Michael Inouye
Samuel A. Lambert
机构
[1] Baker Heart and Diabetes Institute,Cambridge Baker Systems Genomics Initiative
[2] University of Cambridge,Cambridge Baker Systems Genomics Initiative, Department of Public Health and Primary Care
[3] University of Cambridge,British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care
[4] Victor Phillip Dahdaleh Heart and Lung Research Institute,European Molecular Biology Laboratory
[5] University of Cambridge,British Heart Foundation Centre of Research Excellence
[6] Health Data Research UK Cambridge,undefined
[7] Wellcome Genome Campus and University of Cambridge,undefined
[8] European Bioinformatics Institute,undefined
[9] Wellcome Genome Campus,undefined
[10] University of Cambridge,undefined
来源
关键词
Polygenic score (PGS); Clinical utility; FAIR (Findable; Accessible; Interoperable; And Reusable); Genome-wide association studies (GWAS); Open-access; Transferability; Responsible use;
D O I
暂无
中图分类号
学科分类号
摘要
Polygenic scores (PGS) can be used for risk stratification by quantifying individuals’ genetic predisposition to disease, and many potentially clinically useful applications have been proposed. Here, we review the latest potential benefits of PGS in the clinic and challenges to implementation. PGS could augment risk stratification through combined use with traditional risk factors (demographics, disease-specific risk factors, family history, etc.), to support diagnostic pathways, to predict groups with therapeutic benefits, and to increase the efficiency of clinical trials. However, there exist challenges to maximizing the clinical utility of PGS, including FAIR (Findable, Accessible, Interoperable, and Reusable) use and standardized sharing of the genomic data needed to develop and recalculate PGS, the equitable performance of PGS across populations and ancestries, the generation of robust and reproducible PGS calculations, and the responsible communication and interpretation of results. We outline how these challenges may be overcome analytically and with more diverse data as well as highlight sustained community efforts to achieve equitable, impactful, and responsible use of PGS in healthcare.
引用
收藏
相关论文
共 50 条
  • [21] RECENT ADVANCES IN METEOROLOGICAL METHODS
    JOHNSON, N
    NATURE, 1946, 157 (3983) : 247 - 250
  • [22] RECENT ADVANCES IN MICROBIOLOGICAL METHODS
    不详
    NATURE, 1953, 171 (4351) : 507 - 509
  • [23] Recent Advances in Laboratory Methods
    Stovall, W. D.
    AMERICAN JOURNAL OF PUBLIC HEALTH AND THE NATIONS HEALTH, 1937, 27 (01): : 50 - 55
  • [24] RECENT ADVANCES IN SEROTONIN METHODS
    AZMITIA, EC
    JOURNAL OF HISTOCHEMISTRY & CYTOCHEMISTRY, 1982, 30 (08) : 739 - 743
  • [25] Recent Advances in Neuroimaging Methods
    Monchi, Oury
    Benali, Habib
    Doyon, Julien
    Strafella, Antonio P.
    INTERNATIONAL JOURNAL OF BIOMEDICAL IMAGING, 2008, 2008 (01)
  • [26] Principles and methods for transferring polygenic risk scores across global populations
    Linda Kachuri
    Nilanjan Chatterjee
    Jibril Hirbo
    Daniel J. Schaid
    Iman Martin
    Iftikhar J. Kullo
    Eimear E. Kenny
    Bogdan Pasaniuc
    John S. Witte
    Tian Ge
    Nature Reviews Genetics, 2024, 25 : 8 - 25
  • [27] Principles and methods for transferring polygenic risk scores across global populations
    Kachuri, Linda
    Chatterjee, Nilanjan
    Hirbo, Jibril
    Schaid, Daniel J.
    Martin, Iman
    Kullo, Iftikhar J.
    Kenny, Eimear E.
    Pasaniuc, Bogdan
    Witte, John S.
    Ge, Tian
    Auer, Paul L.
    Chatterjee, Nilanjan
    Conomos, Matthew P.
    Conti, David V.
    Ding, Yi
    Kachuri, Linda
    Wang, Ying
    Zhang, Haoyu
    Zhang, Yuji
    NATURE REVIEWS GENETICS, 2024, 25 (01) : 8 - 25
  • [28] Penalized regression and model selection methods for polygenic scores on summary statistics
    Pattee, Jack
    Pan, Wei
    PLOS COMPUTATIONAL BIOLOGY, 2020, 16 (10)
  • [29] Neuroprotection in glaucoma: recent advances and clinical translation
    Guymer, Chelsea
    Wood, John P. M.
    Chidlow, Glyn
    Casson, Robert J.
    CLINICAL AND EXPERIMENTAL OPHTHALMOLOGY, 2019, 47 (01): : 88 - 105
  • [30] Recent Advances in Genetic Tools for Acinetobacter baumannii
    Sykes, Ellen M. E.
    Deo, Soumya
    Kumar, Ayush
    FRONTIERS IN GENETICS, 2020, 11