[HTML][HTML] An ensemble penalized regression method for multi-ancestry polygenic risk prediction

J Zhang, J Zhan, J Jin, C Ma, R Zhao… - Nature …, 2024 - nature.com
Great efforts are being made to develop advanced polygenic risk scores (PRS) to improve
the prediction of complex traits and diseases. However, most existing PRS are primarily …

Global genomic diversity for All of Us

L Koch - Nature Reviews Genetics, 2024 - nature.com
Global genomic diversity for All of Us | Nature Reviews Genetics Skip to main content Thank
you for visiting nature.com. You are using a browser version with limited support for CSS. To …

[HTML][HTML] MUSSEL: enhanced Bayesian polygenic risk prediction leveraging information across multiple ancestry groups

J Jin, J Zhan, J Zhang, R Zhao, J O'Connell, Y Jiang… - Cell Genomics, 2024 - cell.com
Polygenic risk scores (PRSs) are now showing promising predictive performance on a wide
variety of complex traits and diseases, but there exists a substantial performance gap across …

[HTML][HTML] Multi-Omic Blood Biomarkers as Dynamic Risk Predictors in Late-Onset Alzheimer's Disease

OG Bhalala, R Watson, N Yassi - International Journal of Molecular …, 2024 - mdpi.com
Late-onset Alzheimer's disease is the leading cause of dementia worldwide, accounting for
a growing burden of morbidity and mortality. Diagnosing Alzheimer's disease before …

[PDF][PDF] Power of inclusion: Enhancing polygenic prediction with admixed individuals

Y Tanigawa, M Kellis - The American Journal of Human Genetics, 2023 - cell.com
Admixed individuals offer unique opportunities for addressing limited transferability in
polygenic scores (PGSs), given the substantial trans-ancestry genetic correlation in many …

Admix-kit: an integrated toolkit and pipeline for genetic analyses of admixed populations

K Hou, S Gogarten, J Kim, X Hua, JA Dias, Q Sun… - …, 2024 - academic.oup.com
Admixed populations, with their unique and diverse genetic backgrounds, are often
underrepresented in genetic studies. This oversight not only limits our understanding but …

[HTML][HTML] The Application of Genetic Risk Scores in Rheumatic Diseases: A Perspective

LM Vaskimo, G Gomon, N Naamane, HJ Cordell… - Genes, 2023 - mdpi.com
Modest effect sizes have limited the clinical applicability of genetic associations with
rheumatic diseases. Genetic risk scores (GRSs) have emerged as a promising solution to …

The Potential of Genetics in Identifying Women at Lower Risk of Breast Cancer

A Bolze, ET Cirulli, C Hajek, JMS Blitstein… - JAMA …, 2024 - jamanetwork.com
Importance Genetic information is not being used to identify women at lower risk of breast
cancer or other diseases in clinical practice. With the new US Preventive Services Task …

Polygenic Risk for Type 2 Diabetes in African Americans

MR Irvin, T Ge, A Patki, V Srinivasasainagendra… - Diabetes, 2024 - Am Diabetes Assoc
African Americans (AAs) have been underrepresented in polygenic risk score (PRS) studies.
Herein, we integrated genome-wide data from multiple observational studies on type 2 …

[HTML][HTML] Machine Learning to Advance Human Genome-Wide Association Studies

RE Sigala, V Lagou, A Shmeliov, S Atito, S Kouchaki… - Genes, 2023 - mdpi.com
Machine learning, including deep learning, reinforcement learning, and generative artificial
intelligence are revolutionising every area of our lives when data are made available. With …