[HTML][HTML] Genomic prediction models for traits differing in heritability for soybean, rice, and maize
… the prediction accuracy of different genomic prediction models for crop species differing in LD
and marker density, for traits … -to-testing population affected prediction accuracy. To build a …
and marker density, for traits … -to-testing population affected prediction accuracy. To build a …
Multi-trait, multi-environment deep learning modeling for genomic-enabled prediction of plant traits
OA Montesinos-López… - G3: Genes, genomes …, 2018 - academic.oup.com
… exploit the correlation between traits, which many times helps improve prediction accuracy.
For … of multi-trait deep learning (MTDL) models in terms of prediction accuracy. The prediction …
For … of multi-trait deep learning (MTDL) models in terms of prediction accuracy. The prediction …
Pitfalls and remedies for cross validation with multi-trait genomic prediction methods
… We expect that multi-trait methods for genomic prediction carry great promise to accelerate
both plant and animal breeding. However there is a need to design better methods to …
both plant and animal breeding. However there is a need to design better methods to …
[HTML][HTML] KAML: improving genomic prediction accuracy of complex traits using machine learning determined parameters
… trait whose genetic architecture could never be known in practice. Computational efficiency
is an important requirement for the application of genomic selection and genomic prediction (…
is an important requirement for the application of genomic selection and genomic prediction (…
[HTML][HTML] Accuracy of single and multi-trait genomic prediction models for grain yield in US Pacific Northwest winter wheat
… factors affecting prediction ability. Our results showed the relevance of using multi-trait GS
models to achieve increased predictions. Genetic architecture of the target trait and genetic …
models to achieve increased predictions. Genetic architecture of the target trait and genetic …
[HTML][HTML] Whole-genome sequence-based genomic prediction in laying chickens with different genomic relationship matrices to account for genetic architecture
G Ni, D Cavero, A Fangmann, M Erbe… - Genetics Selection …, 2017 - Springer
… in genomic prediction analyses. Four weighting factors for building a trait-specific genomic
… The objective of this study was to compare results from genomic prediction analyses using …
… The objective of this study was to compare results from genomic prediction analyses using …
Using genomic prediction to detect microevolutionary change of a quantitative trait
… Here, we apply a genomic prediction approach to estimate breeding values of … Genomic
and pedigree-based approaches gave largely consistent results. Thus, using genomic prediction …
and pedigree-based approaches gave largely consistent results. Thus, using genomic prediction …
[HTML][HTML] Genome-wide association study and genomic prediction on plant architecture traits in sweet corn and waxy corn
D Dang, Y Guan, H Zheng, X Zhang, A Zhang, H Wang… - plants, 2023 - mdpi.com
… Genomic prediction is a method of using markers to predict the genetic value of complex traits
… When genomic prediction is used for selection, it is called genomic selection (GS). GS is a …
… When genomic prediction is used for selection, it is called genomic selection (GS). GS is a …
[HTML][HTML] Marker selection in multivariate genomic prediction improves accuracy of low heritability traits
… of genomic prediction for traits with relatively low heritability and poor prediction accuracy, …
multi-trait models using a relationship matrix based only on prioritized markers. Our primary …
multi-trait models using a relationship matrix based only on prioritized markers. Our primary …
A genome-wide association and prediction study in grapevine deciphers the genetic architecture of multiple traits and identifies genes under many new QTLs
… genome association and prediction for various traits of interest in grapevine breeding, likely
to display different genetic architectures… , how accurate genomic prediction might be, and …
to display different genetic architectures… , how accurate genomic prediction might be, and …