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 …

Polygenic risk scores for cardiovascular disease: a scientific statement from the American Heart Association

JW O'Sullivan, S Raghavan, C Marquez-Luna… - Circulation, 2022 - Am Heart Assoc
Cardiovascular disease is the leading contributor to years lost due to disability or premature
death among adults. Current efforts focus on risk prediction and risk factor mitigation ‚which …

[HTML][HTML] The complex genetic architecture of Alzheimer's disease: novel insights and future directions

SJ Andrews, AE Renton, B Fulton-Howard… - …, 2023 - thelancet.com
Background Alzheimer's disease (AD) is a complex multifactorial neurodegenerative
disorder and the most common form of dementia. AD is highly heritable, with heritability …

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 …

Multi-ancestry genome-wide association analyses identify novel genetic mechanisms in rheumatoid arthritis

K Ishigaki, S Sakaue, C Terao, Y Luo, K Sonehara… - Nature …, 2022 - nature.com
Rheumatoid arthritis (RA) is a highly heritable complex disease with unknown etiology. Multi-
ancestry genetic research of RA promises to improve power to detect genetic signals, fine …

Challenges and opportunities for developing more generalizable polygenic risk scores

Y Wang, K Tsuo, M Kanai, BM Neale… - Annual review of …, 2022 - annualreviews.org
Polygenic risk scores (PRS) estimate an individual's genetic likelihood of complex traits and
diseases by aggregating information across multiple genetic variants identified from genome …

From variant to function in human disease genetics

T Lappalainen, DG MacArthur - Science, 2021 - science.org
Over the next decade, the primary challenge in human genetics will be to understand the
biological mechanisms by which genetic variants influence phenotypes, including disease …

New insights from the last decade of research in psychiatric genetics: discoveries, challenges and clinical implications

OA Andreassen, GFL Hindley, O Frei… - World …, 2023 - Wiley Online Library
Psychiatric genetics has made substantial progress in the last decade, providing new
insights into the genetic etiology of psychiatric disorders, and paving the way for precision …

Leveraging fine-mapping and multipopulation training data to improve cross-population polygenic risk scores

O Weissbrod, M Kanai, H Shi, S Gazal, WJ Peyrot… - Nature Genetics, 2022 - nature.com
Polygenic risk scores suffer reduced accuracy in non-European populations, exacerbating
health disparities. We propose PolyPred, a method that improves cross-population …

[HTML][HTML] 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 …