Genomic selection in plant breeding: Key factors shaping two decades of progress

A Alemu, J Åstrand, OA Montesinos-Lopez… - Molecular Plant, 2024 - cell.com
Genomic selection, the application of genomic prediction (GP) models to select candidate
individuals, has significantly advanced in the past two decades, effectively accelerating …

Genomic prediction for sugarcane diseases including hybrid Bayesian-machine learning approaches

C Chen, SA Bhuiyan, E Ross, O Powell… - Frontiers in Plant …, 2024 - frontiersin.org
Sugarcane smut and Pachymetra root rots are two serious diseases of sugarcane, with
susceptible infected crops losing over 30% of yield. A heritable component to both diseases …

Genomic prediction within and across maize landrace derived populations using haplotypes

YC Lin, M Mayer, D Valle Torres, T Pook… - Frontiers in Plant …, 2024 - frontiersin.org
Genomic prediction (GP) using haplotypes is considered advantageous compared to GP
solely reliant on single nucleotide polymorphisms (SNPs), owing to haplotypes' enhanced …

Genomic prediction in Brassica napus: evaluating the benefit of imputed whole-genome sequencing data

SE Weber, L Roscher-Ehrig, T Kox, A Abbadi… - …, 2024 - cdnsciencepub.com
Advances in sequencing technology allow whole plant genomes to be sequenced with high
quality. Combining genotypic and phenotypic data in genomic prediction helps breeders to …

The Effect of Haplotype Size on Genomic Selection Accuracy and Epistasis: An Empirical Study in Rice

R Fritsche-Neto, M Montiel, J Moreno-Amores, T Cerioli… - 2024 - researchsquare.com
Genomic selection (GS) has revolutionized breeding practices by integrating genotype and
phenotype data to predict genomic estimated breeding values (GEBVs), offering the …