Improvement of prediction ability by integrating multi-omic datasets in barley
Background Genomic prediction (GP) based on single nucleotide polymorphisms (SNP) has
become a broadly used tool to increase the gain of selection in plant breeding. However …
become a broadly used tool to increase the gain of selection in plant breeding. However …
Plant genotype to phenotype prediction using machine learning
Genomic prediction tools support crop breeding based on statistical methods, such as the
genomic best linear unbiased prediction (GBLUP). However, these tools are not designed to …
genomic best linear unbiased prediction (GBLUP). However, these tools are not designed to …
Boosting predictive ability of tropical maize hybrids via genotype‐by‐environment interaction under multivariate GBLUP models
M Dalsente Krause, KOG Dias… - Crop …, 2020 - Wiley Online Library
Genomic selection has been implemented in several plant and animal breeding programs
and it has proven to improve efficiency and maximize genetic gains. Phenotypic data of …
and it has proven to improve efficiency and maximize genetic gains. Phenotypic data of …
Genomic prediction of hybrid performance in maize with models incorporating dominance and population specific marker effects
F Technow, C Riedelsheimer, TA Schrag… - Theoretical and Applied …, 2012 - Springer
Identifying high performing hybrids is an essential part of every maize breeding program.
Genomic prediction of maize hybrid performance allows to identify promising hybrids, when …
Genomic prediction of maize hybrid performance allows to identify promising hybrids, when …
A New Diversity Panel for Winter Rapeseed (Brassica napus L.) Genome-Wide Association Studies
A diverse population (429 member) of canola (Brassica napus L.) consisting primarily of
winter biotypes was assembled and used in genome-wide association studies. Genotype by …
winter biotypes was assembled and used in genome-wide association studies. Genotype by …
Genomic prediction using existing historical data contributing to selection in biparental populations: a study of kernel oil in maize
Maize (Zea mays L.) kernel oil provides high‐quality nutrition for animal feed and human
health. A certain number of maize breeding programs seek to enhance oil concentration and …
health. A certain number of maize breeding programs seek to enhance oil concentration and …
Genomic-enabled prediction with classification algorithms
Pearson's correlation coefficient (ρ) is the most commonly reported metric of the success of
prediction in genomic selection (GS). However, in real breeding ρ may not be very useful for …
prediction in genomic selection (GS). However, in real breeding ρ may not be very useful for …
Potential of genomic selection in rapeseed (Brassica napus L.) breeding
T Würschum, S Abel, Y Zhao - Plant Breeding, 2014 - Wiley Online Library
Genomic selection employs genome‐wide marker data to predict genomic breeding values.
In this study, a population consisting of 391 lines of elite winter oilseed rape derived from …
In this study, a population consisting of 391 lines of elite winter oilseed rape derived from …
Prediction and association mapping of agronomic traits in maize using multiple omic data
Genomic selection holds a great promise to accelerate plant breeding via early selection
before phenotypes are measured, and it offers major advantages over marker-assisted …
before phenotypes are measured, and it offers major advantages over marker-assisted …
Comparison of genomic selection models for exploring predictive ability of complex traits in breeding programs
LF Merrick, AH Carter - The Plant Genome, 2021 - Wiley Online Library
Traits with a complex unknown genetic architecture are common in breeding programs.
However, they pose a challenge for selection due to a combination of complex …
However, they pose a challenge for selection due to a combination of complex …