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Genomic selection in plant breeding: Key factors sha** two decades of progress
Genomic selection, the application of genomic prediction (GP) models to select candidate
individuals, has significantly advanced in the past two decades, effectively accelerating …
individuals, has significantly advanced in the past two decades, effectively accelerating …
Genomic selection in plant breeding: methods, models, and perspectives
Genomic selection (GS) facilitates the rapid selection of superior genotypes and accelerates
the breeding cycle. In this review, we discuss the history, principles, and basis of GS and …
the breeding cycle. In this review, we discuss the history, principles, and basis of GS and …
DNNGP, a deep neural network-based method for genomic prediction using multi-omics data in plants
Genomic prediction is an effective way to accelerate the rate of agronomic trait improvement
in plants. Traditional methods typically use linear regression models with clear assumptions; …
in plants. Traditional methods typically use linear regression models with clear assumptions; …
Genomic selection: A tool for accelerating the efficiency of molecular breeding for development of climate-resilient crops
Since the inception of the theory and conceptual framework of genomic selection (GS),
extensive research has been done on evaluating its efficiency for utilization in crop …
extensive research has been done on evaluating its efficiency for utilization in crop …
Genome-Assisted Prediction of Quantitative Traits Using the R Package sommer
G Covarrubias-Pazaran - PloS one, 2016 - journals.plos.org
Most traits of agronomic importance are quantitative in nature, and genetic markers have
been used for decades to dissect such traits. Recently, genomic selection has earned …
been used for decades to dissect such traits. Recently, genomic selection has earned …
Beat the stress: breeding for climate resilience in maize for the tropical rainfed environments
Key message Intensive public sector breeding efforts and public-private partnerships have
led to the increase in genetic gains, and deployment of elite climate-resilient maize cultivars …
led to the increase in genetic gains, and deployment of elite climate-resilient maize cultivars …
Genome-wide regression and prediction with the BGLR statistical package
Many modern genomic data analyses require implementing regressions where the number
of parameters (p, eg, the number of marker effects) exceeds sample size (n). Implementing …
of parameters (p, eg, the number of marker effects) exceeds sample size (n). Implementing …
Genomic Selection in the Era of Next Generation Sequencing for Complex Traits in Plant Breeding
Genomic selection (GS) is a promising approach exploiting molecular genetic markers to
design novel breeding programs and to develop new markers-based models for genetic …
design novel breeding programs and to develop new markers-based models for genetic …
Genomic selection: genome-wide prediction in plant improvement
Association analysis is used to measure relations between markers and quantitative trait loci
(QTL). Their estimation ignores genes with small effects that trigger underpinning …
(QTL). Their estimation ignores genes with small effects that trigger underpinning …
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 …