Genomic Selection

Genomic Selection is a breeding method that estimates genomic estimated breeding values (GEBV) for selection candidates using statistical prediction models trained on genome-wide molecular markers in a reference population with both genotypes and phenotypes.

3.3K

Publications

251.3K

Citations

11.7K

Authors

2.5K

Institutions

Publications per year

2017–2026

1.5K

Parents

Plant Breeding

Children

Breeding Program OptimizationBreeding ValueGenomic PredictionGenotype-by-environment InteractionGenotyping PlatformsHeritabilityMulti-environment Genomic SelectionMulti-trait SelectionPedigree Information IntegrationPopulation Structure

Publications

3.3K

Analysis of protein-coding genetic variation in 60,706 humans

Monkol Lek, Konrad J. Karczewski, Eric Vallabh Minikel et al. · Nature · 2016 · 10.3K citations · Full text

Life Sciences, Genetics, Molecular Genetics +17

Statistical significance for genomewide studies

John D. Storey, Robert Tibshirani · Proceedings of the National Academy of Sciences · 2003 · 10.1K citations · Full text

Life Sciences, Biostatistics, Genetics +13

GAPIT: genome association and prediction integrated tool

Alexander E. Lipka, Feng Tian, Qishan Wang et al. · Bioinformatics · 2012 · 2.4K citations · Full text

Life Sciences, Bioinformatics, Genetics +15

Ridge Regression and Other Kernels for Genomic Selection with R Package rrBLUP

Jeffrey B. Endelman · The Plant Genome · 2011 · 2.2K citations · Full text

Agriculture, Genetics, Plant Breeding +13

Genomic Selection for Crop Improvement

Elliot L. Heffner, Mark E. Sorrells, Jean‐Luc Jannink · Crop Science · 2009 · 1.7K citations

Agriculture, Crop Sciences, Genetics +14

1–5 of 3.3K

Authors

11.7K

JC
José Crossa
Centro Internacional de Mejoramiento de Maíz Y Trigo, Mexico
83 publications · 10.8K citations
48
h-index
BJ
Ben J. Hayes
The University of Queensland, Australia
70 publications · 10K citations
46
h-index
JJ
Jean‐Luc Jannink
Cornell University, United States
58 publications · 12.8K citations
44
h-index
JP
Jesse Poland
Kansas State University, United States
43 publications · 5.7K citations
33
h-index
TM
T.H.E. Meuwissen
Norwegian University of Life Sciences, Norway
53 publications · 5.4K citations
33
h-index

1–5 of 11.7K

Institutions

2.5K

1–8 of 2.5K

Venues

Genetics Selection Evolution
GSE · 216 publications · 17.3K citations
76
h-index
BMC Genomics
129 publications · 10.7K citations
59
h-index
PLoS ONE
154 publications · 11.8K citations
59
h-index
Journal of Animal Science
194 publications · 9.8K citations
56
h-index
G3 Genes Genomes Genetics
100 publications · 8.2K citations
51
h-index

1–5

See also Genomic Selection
Core Methods	Deep Learning Ridge Regression Support Vector Regression Kernel Ridge Regression Reproducing Kernel Hilbert Spaces Lasso
Prediction Accuracy	Linkage Disequilibrium Heritability Sample Size Epistasis Cross-validation Pearson Correlation Coefficient Mean Squared Error
Training Populations	Population Structure Genetic Algorithms Genomic Relationship Matrix Training Population Design High-throughput Phenotyping
Breeding Applications	Aquaculture Parental Selection Breeding Economics Broodstock Selection Cultivar Development
Implementation Challenges	Genotype Imputation Genotype-by-environment Interaction Dimension Reduction Training Population Optimization Covariate Collinearity