Genomic selection and its research progress in aquaculture breeding

H Song, T Dong, X Yan, W Wang, Z Tian… - Reviews in …, 2023 - Wiley Online Library
Since its introduction in 2001, genomic selection (GS) has progressed rapidly. As a research
and application hot topic, GS has led to a revolution in the field of animal and plant breeding …

Whole-genome regression and prediction methods applied to plant and animal breeding

G de Los Campos, JM Hickey, R Pong-Wong… - Genetics, 2013 - academic.oup.com
Genomic-enabled prediction is becoming increasingly important in animal and plant
breeding and is also receiving attention in human genetics. Deriving accurate predictions of …

The impact of genetic architecture on genome-wide evaluation methods

HD Daetwyler, R Pong-Wong, B Villanueva… - Genetics, 2010 - academic.oup.com
The rapid increase in high-throughput single-nucleotide polymorphism data has led to a
great interest in applying genome-wide evaluation methods to identify an individual's …
Z Li, MJ Sillanpää - Theoretical and applied genetics, 2012 - Springer
Quantitative trait loci (QTL)/association map** aims at finding genomic loci associated
with the phenotypes, whereas genomic selection focuses on breeding value prediction …

LASSO with cross-validation for genomic selection

MG Usai, ME Goddard, BJ Hayes - Genetics research, 2009 - cambridge.org
We used a least absolute shrinkage and selection operator (LASSO) approach to estimate
marker effects for genomic selection. The least angle regression (LARS) algorithm and cross …

Breeding value prediction for production traits in layer chickens using pedigree or genomic relationships in a reduced animal model

A Wolc, C Stricker, J Arango, P Settar, JE Fulton… - Genetics Selection …, 2011 - Springer
Background Genomic selection involves breeding value estimation of selection candidates
based on high-density SNP genotypes. To quantify the potential benefit of genomic …