Polygenic scoring accuracy varies across the genetic ancestry continuum

Y Ding, K Hou, Z Xu, A Pimplaskar, E Petter, K Boulier… - Nature, 2023 - nature.com
Polygenic scores (PGSs) have limited portability across different grou**s of individuals (for
example, by genetic ancestries and/or social determinants of health), preventing their …

Genomic selection and use of molecular tools in breeding programs for indigenous and crossbred cattle in develo** countries: Current status and future prospects

R Mrode, JMK Ojango, AM Okeyo… - Frontiers in genetics, 2019 - frontiersin.org
Genomic selection (GS) has resulted in rapid rates of genetic gains especially in dairy cattle
in developed countries resulting in a higher proportion of genomically proven young bulls …

AlphaSimR: an R package for breeding program simulations

RC Gaynor, G Gorjanc, JM Hickey - G3, 2021 - academic.oup.com
This paper introduces AlphaSimR, an R package for stochastic simulations of plant and
animal breeding programs. AlphaSimR is a highly flexible software package able to simulate …

Semi-parametric estimates of population accuracy and bias of predictions of breeding values and future phenotypes using the LR method

A Legarra, A Reverter - Genetics Selection Evolution, 2018 - Springer
Background Cross-validation tools are used increasingly to validate and compare genetic
evaluation methods but analytical properties of cross-validation methods are rarely …

Big data and artificial intelligence‐aided crop breeding: Progress and prospects

W Zhu, W Li, H Zhang, L Li - Journal of Integrative Plant Biology, 2024 - Wiley Online Library
The past decade has witnessed rapid developments in gene discovery, biological big data
(BBD), artificial intelligence (AI)‐aided technologies, and molecular breeding. These …

Large uncertainty in individual polygenic risk score estimation impacts PRS-based risk stratification

Y Ding, K Hou, KS Burch, S Lapinska, F Privé… - Nature …, 2022 - nature.com
Although the cohort-level accuracy of polygenic risk scores (PRSs)—estimates of genetic
value at the individual level—has been widely assessed, uncertainty in PRSs remains …

AlphaSim: software for breeding program simulation

AM Faux, G Gorjanc, RC Gaynor, M Battagin… - The plant …, 2016 - Wiley Online Library
This paper describes AlphaSim, a software package for simulating plant and animal
breeding programs. AlphaSim enables the simulation of multiple aspects of breeding …

Predicting the accuracy of genomic predictions

JCM Dekkers, H Su, J Cheng - Genetics Selection Evolution, 2021 - Springer
Background Mathematical models are needed for the design of breeding programs using
genomic prediction. While deterministic models for selection on pedigree-based estimates of …

Genomic prediction of autotetraploids; influence of relationship matrices, allele dosage, and continuous genoty** calls in phenotype prediction

I de Bem Oliveira, MFR Resende Jr… - G3: Genes …, 2019 - academic.oup.com
Estimation of allele dosage, using genomic data, in autopolyploids is challenging and
current methods often result in the misclassification of genotypes. Some progress has been …

Marker selection in multivariate genomic prediction improves accuracy of low heritability traits

J Klápště, HS Dungey, EJ Telfer, M Suontama… - Frontiers in …, 2020 - frontiersin.org
Multivariate analysis using mixed models allows for the exploration of genetic correlations
between traits. Additionally, the transition to a genomic based approach is simplified by …