Overview of Genomic Prediction Methods and the Associated Assumptions on the Variance of Marker Effect, and on the Architecture of the Target Trait

R Howard, D Jarquin, J Crossa - … prediction of complex traits: methods and …, 2022 - Springer
Genomic selection (GS) is a methodology that revolutionized the process of breeding
improved genetic materials in plant and animal breeding programs. It uses predicted …

Optimization of selective phenotyping and population design for genomic prediction

N Heslot, V Feoktistov - Journal of Agricultural, Biological and …, 2020 - Springer
Genomic prediction, the joint analysis of high-density molecular marker data and phenotype
to predict the performance of individuals for breeding purpose, is now a method used in …

Genomic selection in crop plants

L Skøt, N Grinberg - Encyclopedia of applied plant sciences, 2016 - research.aber.ac.uk
Plant breeding is concerned with genetic improvement of crops. Phenotypic selection has
been and still is the basis for the phenomenal progress that plant breeding has made. The …

Perspectives for genomic selection applications and research in plants

N Heslot, JL Jannink, ME Sorrells - Crop Science, 2015 - Wiley Online Library
Genomic selection (GS) has created a lot of excitement and expectations in the animal‐and
plant‐breeding research communities. In this review, we briefly describe how genomic …

Genomic selection in cereal breeding

CD Robertsen, RL Hjortshøj, LL Janss - Agronomy, 2019 - mdpi.com
Genomic Selection (GS) is a method in plant breeding to predict the genetic value of
untested lines based on genome-wide marker data. The method has been widely explored …

Evaluation of approaches for estimating the accuracy of genomic prediction in plant breeding

SB Ould Estaghvirou, JO Ogutu, T Schulz-Streeck… - BMC genomics, 2013 - Springer
Background In genomic prediction, an important measure of accuracy is the correlation
between the predicted and the true breeding values. Direct computation of this quantity for …

Genomic selection in plant breeding

MA Newell, JL Jannink - Crop breeding: Methods and protocols, 2014 - Springer
Genomic selection (GS) is a method to predict the genetic value of selection candidates
based on the genomic estimated breeding value (GEBV) predicted from high-density …

Graph-based data selection for the construction of genomic prediction models

S Maenhout, B De Baets, G Haesaert - Genetics, 2010 - academic.oup.com
Efficient genomic selection in animals or crops requires the accurate prediction of the
agronomic performance of individuals from their high-density molecular marker profiles …

Genomic selection in hybrid breeding

AW Schulthess, Y Zhao, JC Reif - Genomic Selection for Crop …, 2017 - Springer
This chapter aims to outline the basic concepts underlying genomic selection (GS) in hybrid
breeding. First, the concepts of dominance, heterosis, combining ability and heterotic groups …

Genomic prediction in CIMMYT maize and wheat breeding programs

J Crossa, P Perez, J Hickey, J Burgueno, L Ornella… - Heredity, 2014 - nature.com
Genomic selection (GS) has been implemented in animal and plant species, and is
regarded as a useful tool for accelerating genetic gains. Varying levels of genomic …