Genomic selection in plant breeding: methods, models, and perspectives
Genomic selection (GS) facilitates the rapid selection of superior genotypes and accelerates
the breeding cycle. In this review, we discuss the history, principles, and basis of GS and …
the breeding cycle. In this review, we discuss the history, principles, and basis of GS and …
[HTML][HTML] Role of modelling in international crop research: overview and some case studies
Crop modelling has the potential to contribute to global food and nutrition security. This
paper briefly examines the history of crop modelling by international crop research centres …
paper briefly examines the history of crop modelling by international crop research centres …
Multienvironment and multitrait genomic selection models in unbalanced early‐generation wheat yield trials
BP Ward, G Brown-Guedira, P Tyagi, FL Kolb… - Crop …, 2019 - Wiley Online Library
The majority of studies evaluating genomic selection (GS) for plant breeding have used
single‐trait, single‐site models that ignore genotype× environment interaction (GEI) effects …
single‐trait, single‐site models that ignore genotype× environment interaction (GEI) effects …
[HTML][HTML] Harness the power of genomic selection and the potential of germplasm in crop breeding for global food security in the era with rapid climate change
T He, C Li - The Crop Journal, 2020 - Elsevier
Crop genetic improvements catalysed population growth, which in turn has increased the
pressure for food security. We need to produce 70% more food to meet the demands of 9.5 …
pressure for food security. We need to produce 70% more food to meet the demands of 9.5 …
[HTML][HTML] A review of integrative omic approaches for understanding rice salt response mechanisms
Soil salinity is one of the most serious environmental challenges, posing a growing threat to
agriculture across the world. Soil salinity has a significant impact on rice growth …
agriculture across the world. Soil salinity has a significant impact on rice growth …
[HTML][HTML] Application of genomic big data in plant breeding: Past, present, and future
Plant breeding has a long history of developing new varieties that have ensured the food
security of the human population. During this long journey together with humanity, plant …
security of the human population. During this long journey together with humanity, plant …
A multivariate Poisson deep learning model for genomic prediction of count data
OA Montesinos-López… - G3: Genes …, 2020 - academic.oup.com
The paradigm called genomic selection (GS) is a revolutionary way of developing new
plants and animals. This is a predictive methodology, since it uses learning methods to …
plants and animals. This is a predictive methodology, since it uses learning methods to …
[HTML][HTML] Multimodal performers for genomic selection and crop yield prediction
H Måløy, S Windju, S Bergersen, M Alsheikh… - Smart Agricultural …, 2021 - Elsevier
Working towards optimal crop yields is a crucial step towards securing a stable food supply
for the world. To this end, approaches to model and predict crop yields can help speed up …
for the world. To this end, approaches to model and predict crop yields can help speed up …
Application of a Poisson deep neural network model for the prediction of count data in genome‐based prediction
OA Montesinos‐Lopez… - The Plant …, 2021 - Wiley Online Library
Genomic selection (GS) is revolutionizing conventional ways of developing new plants and
animals. However, because it is a predictive methodology, GS strongly depends on …
animals. However, because it is a predictive methodology, GS strongly depends on …
Prediction of multiple-trait and multiple-environment genomic data using recommender systems
OA Montesinos-López… - G3: Genes …, 2018 - academic.oup.com
In genomic-enabled prediction, the task of improving the accuracy of the prediction of lines
in environments is difficult because the available information is generally sparse and usually …
in environments is difficult because the available information is generally sparse and usually …