Kernel-based whole-genome prediction of complex traits: a review

G Morota, D Gianola - Frontiers in genetics, 2014 - frontiersin.org
… We first review kernel-based prediction models being used for prediction using genomic
data. Our aim is to approximate an unknown “true” genetic signal g with a certain function of a …

Using visual scores for genomic prediction of complex traits in breeding programs

CF Azevedo, LFV Ferrão, J Benevenuto… - Theoretical and Applied …, 2024 - Springer
traits are often visually scored as categorical traits and analyzed as a Gaussian variable, thus
violating the normality assumption, which could affect the prediction … for genomic prediction

Genome wide association and genomic prediction for growth traits in juvenile farmed Atlantic salmon using a high density SNP array

HY Tsai, A Hamilton, AE Tinch, DR Guy, K Gharbi… - BMC genomics, 2015 - Springer
… -wide markers and economically important traits. The aims of this … architecture of weight and
length in juvenile Atlantic salmon; (ii) to assess the utility of genomic prediction for these traits

Comparison of single-trait and multi-trait genomic predictions on agronomic and disease resistance traits in spring wheat

K Semagn, J Crossa, J Cuevas, M Iqbal… - Theoretical and Applied …, 2022 - Springer
… MT genomic prediction models mimic multi-trait … for each trait (Magnussen 1990; Hazel et
al. 1994), which forms the basis in the present study. The MT prediction models uses genome-…

Genomic prediction of grain yield and drought-adaptation capacity in sorghum is enhanced by multi-trait analysis

JG Velazco, DR Jordan, ES Mace, CH Hunt… - Frontiers in plant …, 2019 - frontiersin.org
trait analysis. The objectives of this study were to assess the capacity of multi-trait models to
improve genomic prediction … auxiliary traits, and to determine the combinations of traits that …

Multi-trait regressor stacking increased genomic prediction accuracy of sorghum grain composition

S Sapkota, JL Boatwright, K Jordan, R Boyles… - Agronomy, 2020 - mdpi.com
Genomic prediction for grain quality traits has previously been reported in crops such …
genomic prediction of protein content and end-use quality in wheat. Multi-trait genomic prediction

Accurate genomic prediction of human height

L Lello, SG Avery, L Tellier, AI Vazquez… - Genetics, 2018 - academic.oup.com
prediction. The proportion of variance explained for height is comparable to the estimated
common SNP heritability from genome-wide complex trait … close the gap between prediction R-…

Prediction of complex human traits using the genomic best linear unbiased predictor

G de Los Campos, AI Vazquez, R Fernando… - PLoS …, 2013 - journals.plos.org
… -TST genomic relationships affects prediction accuracy. Because the focus of the article by
Yang and colleagues [7] is on quantifying the effects of imperfect LD on estimates of variance …

Genomic prediction of (mal) adaptation across current and future climatic landscapes

T Capblancq, MC Fitzpatrick, RA Bay… - Annual Review of …, 2020 - annualreviews.org
… that the genomic prediction models we describe address a different problem from that of trying
to predict a longer-term … Genomic prediction of quantitative traits from SNP data estimates …

Improving genomic prediction for seed quality traits in oat (Avena sativa L.) using trait-specific relationship matrices

MT Campbell, H Hu, TH Yeats, LJ Brzozowski… - Frontiers in …, 2021 - frontiersin.org
… slightly worse than a genomic prediction model that better … improve selection for conventional
traits by including genetic … to improve genomic prediction of seed composition traits in …