A review of deep learning applications for genomic selection
Abstract Background Several conventional genomic Bayesian (or no Bayesian) prediction
methods have been proposed including the standard additive genetic effect model for which …
methods have been proposed including the standard additive genetic effect model for which …
Heterosis and hybrid crop breeding: a multidisciplinary review
Although hybrid crop varieties are among the most popular agricultural innovations, the
rationale for hybrid crop breeding is sometimes misunderstood. Hybrid breeding is slower …
rationale for hybrid crop breeding is sometimes misunderstood. Hybrid breeding is slower …
Genomic Selection and Association Map** in Rice (Oryza sativa): Effect of Trait Genetic Architecture, Training Population Composition, Marker Number and …
Genomic Selection (GS) is a new breeding method in which genome-wide markers are used
to predict the breeding value of individuals in a breeding population. GS has been shown to …
to predict the breeding value of individuals in a breeding population. GS has been shown to …
Polygenic modeling with Bayesian sparse linear mixed models
Both linear mixed models (LMMs) and sparse regression models are widely used in
genetics applications, including, recently, polygenic modeling in genome-wide association …
genetics applications, including, recently, polygenic modeling in genome-wide association …
Whole-genome regression and prediction methods applied to plant and animal breeding
Genomic-enabled prediction is becoming increasingly important in animal and plant
breeding and is also receiving attention in human genetics. Deriving accurate predictions of …
breeding and is also receiving attention in human genetics. Deriving accurate predictions of …
Extension of the Bayesian alphabet for genomic selection
Abstract Background Two Bayesian methods, BayesC π and BayesD π, were developed for
genomic prediction to address the drawback of BayesA and BayesB regarding the impact of …
genomic prediction to address the drawback of BayesA and BayesB regarding the impact of …
Genomic selection in plant breeding: a comparison of models
Simulation and empirical studies of genomic selection (GS) show accuracies sufficient to
generate rapid genetic gains. However, with the increased popularity of GS approaches …
generate rapid genetic gains. However, with the increased popularity of GS approaches …