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 …
Translating high-throughput phenotyping into genetic gain
Inability to efficiently implement high-throughput field phenotyping is increasingly perceived
as a key component that limits genetic gain in breeding programs. Field phenotyping must …
as a key component that limits genetic gain in breeding programs. Field phenotyping must …
The modern plant breeding triangle: optimizing the use of genomics, phenomics, and enviromics data
J Crossa, R Fritsche-Neto… - Frontiers in plant …, 2021 - frontiersin.org
Continued increases in genetic gain demonstrate the success of established public and
private plant breeding programs. Nevertheless, in the last two decades, a growing body of …
private plant breeding programs. Nevertheless, in the last two decades, a growing body of …
Breeding to adapt agriculture to climate change: affordable phenotyping solutions
JL Araus, SC Kefauver - Current opinion in plant biology, 2018 - Elsevier
Highlights•Affordable approaches are available for all aspects of the phenotyping
pipeline.•Affordable and precise high-throughput phenotyping is not incompatible.•RGB …
pipeline.•Affordable and precise high-throughput phenotyping is not incompatible.•RGB …
Hyperspectral reflectance-derived relationship matrices for genomic prediction of grain yield in wheat
Hyperspectral reflectance phenotyping and genomic selection are two emerging
technologies that have the potential to increase plant breeding efficiency by improving …
technologies that have the potential to increase plant breeding efficiency by improving …
Scaling up high-throughput phenotyping for abiotic stress selection in the field
Key message High-throughput phenotyping (HTP) is in its infancy for deployment in large-
scale breeding programmes. With the ability to measure correlated traits associated with …
scale breeding programmes. With the ability to measure correlated traits associated with …
High-throughput phenotyping platforms enhance genomic selection for wheat grain yield across populations and cycles in early stage
Genomic selection (GS) models have been validated for many quantitative traits in wheat
(Triticum aestivum L.) breeding. However, those models are mostly constrained within the …
(Triticum aestivum L.) breeding. However, those models are mostly constrained within the …
Do feature selection methods for selecting environmental covariables enhance genomic prediction accuracy?
OA Montesinos-López, L Crespo-Herrera… - Frontiers in …, 2023 - frontiersin.org
Genomic selection (GS) is transforming plant and animal breeding, but its practical
implementation for complex traits and multi-environmental trials remains challenging. To …
implementation for complex traits and multi-environmental trials remains challenging. To …
Phenomic selection in wheat breeding: identification and optimisation of factors influencing prediction accuracy and comparison to genomic selection
P Robert, J Auzanneau, E Goudemand, FX Oury… - Theoretical and Applied …, 2022 - Springer
Key message Phenomic selection is a promising alternative or complement to genomic
selection in wheat breeding. Models combining spectra from different environments …
selection in wheat breeding. Models combining spectra from different environments …
Phenomic selection and prediction of maize grain yield from near‐infrared reflectance spectroscopy of kernels
High‐throughput phenotyping technologies, which can generate large volumes of data at
low costs, may be used to indirectly predict yield. We explore this concept, using high …
low costs, may be used to indirectly predict yield. We explore this concept, using high …