Multi-trait multi-environment genomic prediction of agronomic traits in advanced breeding lines of winter wheat

HS Gill, J Halder, J Zhang, NK Brar, TS Rai… - Frontiers in Plant …, 2021 - frontiersin.org
… In recent years, multi-trait genomic prediction models have … trait when secondary traits
correlated to the primary trait are … correlated traits is of particular importance when the primary trait

Genetic diversity and trait genomic prediction in a pea diversity panel

J Burstin, P Salloignon, M Chabert-Martinello… - BMC genomics, 2015 - Springer
… promising results of genomic prediction for three phenotypic traits of interest. High-throughput
SNP arrays that will soon be available will open the way to large scale genome-wide …

Multiple-trait genomic selection methods increase genetic value prediction accuracy

Y Jia, JL Jannink - Genetics, 2012 - academic.oup.com
… genetic architecture of the trait so … prediction accuracy for a low-heritability trait could be
significantly increased by multivariate genomic selection when a correlated high-heritability trait

Exploring the genetic architecture and improving genomic prediction accuracy for mastitis and milk production traits in dairy cattle by mapping variants to hepatic …

L Fang, G Sahana, P Ma, G Su, Y Yu, S Zhang… - Genetics Selection …, 2017 - Springer
… basis of complex traits, and to improve the accuracy of genomic prediction. The SNP set test
… the functional annotations of genomes keep accumulating for a range of species and traits. …

Improving accuracy of genomic prediction by genetic architecture based priors in a Bayesian model

N Gao, J Li, J He, G Xiao, Y Luo, H Zhang, Z Chen… - BMC genetics, 2015 - Springer
traits’ genetic architectures, we argue here that a locus-specific prior (π) is more appropriate
for Bayesian methods for genomic prediction. … results of genomic prediction for three traits in …

Use of multiple traits genomic prediction, genotype by environment interactions and spatial effect to improve prediction accuracy in yield data

HY Tsai, F Cericola, V Edriss, JR Andersen, J Orabi… - PloS one, 2020 - journals.plos.org
… based on information from genotype and phenotype records on traits of interest in a … using
single trait genomic prediction models (STGP). However, records for several traits at once are …

Genomic prediction and QTL mapping of root system architecture and above-ground agronomic traits in rice (Oryza sativa L.) with a multitrait index and Bayesian …

S Sharma, SRM Pinson, DR Gealy, JD Edwards - G3, 2021 - academic.oup.com
… The genomic prediction abilities (GPAs) of multi-QTL models … genomic prediction (GP)
methods. We found GPAs were improved using multitrait (BN) compared to single trait GP in traits

Genomic prediction of cognitive traits in childhood and adolescence

AG Allegrini, S Selzam, K Rimfeld, S von Stumm… - Molecular …, 2019 - nature.com
… 16 and that genomic predictions do not differ for girls and boys. We found that multi-trait
genomic methods were effective in boosting predictive power. Prediction accuracy varied across …

Genomic prediction in the wild: A case study in Soay sheep

B Ashraf, DC Hunter, C Bérénos, PA Ellis… - Molecular …, 2022 - Wiley Online Library
… Here, genomic prediction is performed on eight traits in a … architecture of the focal Mendelian
and quantitative traits. We show that the accuracy of genomic prediction is high for all traits, …

Accuracy of Genomic Prediction for Foliar Terpene Traits in Eucalyptus polybractea

D Kainer, EA Stone, A Padovan… - … : Genes, Genomes …, 2018 - academic.oup.com
… use of genomic methods in a much shorter time frame. Here we compare various methods of
genomic prediction for eight traits … The genomic markers used in this study are derived from …