Genomic selection in plant breeding: Key factors shaping two decades of progress
A Alemu, J Åstrand, OA Montesinos-Lopez… - Molecular Plant, 2024 - cell.com
Genomic selection, the application of genomic prediction (GP) models to select candidate
individuals, has significantly advanced in the past two decades, effectively accelerating …
individuals, has significantly advanced in the past two decades, effectively accelerating …
Boosting grapevine breeding for climate-smart viticulture: from genetic resources to predictive genomics
The multifaceted nature of climate change is increasing the urgency to select resilient
grapevine varieties, or generate new, fitter cultivars, to withstand a multitude of new …
grapevine varieties, or generate new, fitter cultivars, to withstand a multitude of new …
GWAS-assisted genomic prediction of cadmium accumulation in maize kernel with machine learning and linear statistical methods
H Yan, H Guo, W Xu, C Dai, W Kimani, J Xie… - Journal of Hazardous …, 2023 - Elsevier
The production and use of many heavy meal contained materials almost inevitably release
cadmium (Cd) into environment, generating Cd pollutants with adverse impacts on food and …
cadmium (Cd) into environment, generating Cd pollutants with adverse impacts on food and …
Multi-trait and multi-environment genomic prediction for flowering traits in maize: a deep learning approach
F Mora-Poblete, C Maldonado, L Henrique… - Frontiers in Plant …, 2023 - frontiersin.org
Maize (Zea mays L.), the third most widely cultivated cereal crop in the world, plays a critical
role in global food security. To improve the efficiency of selecting superior genotypes in …
role in global food security. To improve the efficiency of selecting superior genotypes in …
Genome-wide genotyping data renew knowledge on genetic diversity of a worldwide alfalfa collection and give insights on genetic control of phenology traits
M Pégard, P Barre, S Delaunay, F Surault… - Frontiers in Plant …, 2023 - frontiersin.org
China's and Europe's dependence on imported protein is a threat to the food self-sufficiency
of these regions. It could be solved by growing more legumes, including alfalfa that is the …
of these regions. It could be solved by growing more legumes, including alfalfa that is the …
GWAS and genomic prediction for pre-harvest sprouting tolerance involving sprouting score and two other related traits in spring wheat
In wheat, a genome-wide association study (GWAS) and genomic prediction (GP) analysis
were conducted for pre-harvest sprouting (PHS) tolerance and two of its related traits. For …
were conducted for pre-harvest sprouting (PHS) tolerance and two of its related traits. For …
Genomic selection performs as effectively as phenotypic selection for increasing seed yield in soybean
Increasing the rate of genetic gain for seed yield remains the primary breeding objective in
both public and private soybean [Glycine max (L.) Merr.] breeding programs. Genomic …
both public and private soybean [Glycine max (L.) Merr.] breeding programs. Genomic …
Transposable element polymorphisms improve prediction of complex agronomic traits in rice
IT Vourlaki, R Castanera, SE Ramos-Onsins… - Theoretical and Applied …, 2022 - Springer
Key message Transposon insertion polymorphisms can improve prediction of complex
agronomic traits in rice compared to using SNPs only, especially when accessions to be …
agronomic traits in rice compared to using SNPs only, especially when accessions to be …
Evaluation of strategies to optimize training populations for genomic prediction in oat (Avena sativa)
ES Sørensen, C Jansen, S Windju, J Crossa… - Plant …, 2023 - Wiley Online Library
Genomic selection is a promising breeding methodology that could increase selection
accuracy and intensity and reduce generation interval. As the cost of genotyping decreases …
accuracy and intensity and reduce generation interval. As the cost of genotyping decreases …
Genome‐wide marker effect heterogeneity is associated with a large effect dormancy locus in winter malting barley
Prediction of trait values in plant breeding populations typically relies on assumptions about
marker effect homogeneity across populations. Evidence is presented for winter malting …
marker effect homogeneity across populations. Evidence is presented for winter malting …