Principles and methods for transferring polygenic risk scores across global populations

L Kachuri, N Chatterjee, J Hirbo, DJ Schaid… - Nature Reviews …, 2024 - nature.com
Polygenic risk scores (PRSs) summarize the genetic predisposition of a complex human trait
or disease and may become a valuable tool for advancing precision medicine. However …

Responsible use of polygenic risk scores in the clinic: potential benefits, risks and gaps

Nature medicine, 2021 - nature.com
Polygenic risk scores (PRSs) aggregate the many small effects of alleles across the human
genome to estimate the risk of a disease or disease-related trait for an individual. The …

A multi-ancestry polygenic risk score improves risk prediction for coronary artery disease

AP Patel, M Wang, Y Ruan, S Koyama, SL Clarke… - Nature Medicine, 2023 - nature.com
Identification of individuals at highest risk of coronary artery disease (CAD)—ideally before
onset—remains an important public health need. Prior studies have developed genome …

Improving polygenic prediction in ancestrally diverse populations

Y Ruan, YF Lin, YCA Feng, CY Chen, M Lam, Z Guo… - Nature …, 2022 - nature.com
Polygenic risk scores (PRS) have attenuated cross-population predictive performance. As
existing genome-wide association studies (GWAS) have been conducted predominantly in …

A new method for multiancestry polygenic prediction improves performance across diverse populations

H Zhang, J Zhan, J Jin, J Zhang, W Lu, R Zhao… - Nature …, 2023 - nature.com
Polygenic risk scores (PRSs) increasingly predict complex traits; however, suboptimal
performance in non-European populations raise concerns about clinical applications and …

Leveraging base-pair mammalian constraint to understand genetic variation and human disease

PF Sullivan, JRS Meadows, S Gazal, BDN Phan, X Li… - Science, 2023 - science.org
Thousands of genomic regions have been associated with heritable human diseases, but
attempts to elucidate biological mechanisms are impeded by an inability to discern which …

Development and validation of a trans-ancestry polygenic risk score for type 2 diabetes in diverse populations

T Ge, MR Irvin, A Patki, V Srinivasasainagendra… - Genome Medicine, 2022 - Springer
Abstract Background Type 2 diabetes (T2D) is a worldwide scourge caused by both genetic
and environmental risk factors that disproportionately afflicts communities of color …

Phenotype integration improves power and preserves specificity in biobank-based genetic studies of major depressive disorder

A Dahl, M Thompson, U An, M Krebs, V Appadurai… - Nature Genetics, 2023 - nature.com
Biobanks often contain several phenotypes relevant to diseases such as major depressive
disorder (MDD), with partly distinct genetic architectures. Researchers face complex …

Calibrated prediction intervals for polygenic scores across diverse contexts

K Hou, Z Xu, Y Ding, R Mandla, Z Shi, K Boulier… - Nature Genetics, 2024 - nature.com
Polygenic scores (PGS) have emerged as the tool of choice for genomic prediction in a wide
range of fields. We show that PGS performance varies broadly across contexts and …

Transferability of genetic loci and polygenic scores for cardiometabolic traits in British Pakistani and Bangladeshi individuals

QQ Huang, N Sallah, D Dunca, B Trivedi… - Nature …, 2022 - nature.com
Abstract Individuals with South Asian ancestry have a higher risk of heart disease than other
groups but have been largely excluded from genetic research. Using data from 22,000 …