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Genomic selection in plant breeding: Key factors sha** two decades of progress
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 …
Enhancing genetic gain through genomic selection: from livestock to plants
Although long-term genetic gain has been achieved through increasing use of modern
breeding methods and technologies, the rate of genetic gain needs to be accelerated to …
breeding methods and technologies, the rate of genetic gain needs to be accelerated to …
TrG2P: A transfer-learning-based tool integrating multi-trait data for accurate prediction of crop yield
J Li, D Zhang, F Yang, Q Zhang, S Pan, X Zhao… - Plant …, 2024 - cell.com
Yield prediction is the primary goal of genomic selection (GS)-assisted crop breeding.
Because yield is a complex quantitative trait, making predictions from genotypic data is …
Because yield is a complex quantitative trait, making predictions from genotypic data is …
Genomic interventions for sustainable agriculture
Agricultural production faces a Herculean challenge to feed the increasing global
population. Food production systems need to deliver more with finite land and water …
population. Food production systems need to deliver more with finite land and water …
[HTML][HTML] Integrated genomic selection for rapid improvement of crops
An increase in the rate of crop improvement is essential for achieving sustained food
production and other needs of ever-increasing population. Genomic selection (GS) is a …
production and other needs of ever-increasing population. Genomic selection (GS) is a …
[HTML][HTML] Molecular mechanisms controlling grain size and weight and their biotechnological breeding applications in maize and other cereal crops
Y Long, C Wang, C Liu, H Li, A Pu, Z Dong… - Journal of Advanced …, 2024 - Elsevier
Background Cereal crops are a primary energy source for humans. Grain size and weight
affect both evolutionary fitness and grain yield of cereals. Although studies on gene mining …
affect both evolutionary fitness and grain yield of cereals. Although studies on gene mining …
Genomics-assisted breeding for quantitative disease resistances in small-grain cereals and maize
T Miedaner, ALGC Boeven, DS Gaikpa… - International Journal of …, 2020 - mdpi.com
Generating genomics-driven knowledge opens a way to accelerate the resistance breeding
process by family or population map** and genomic selection. Important prerequisites are …
process by family or population map** and genomic selection. Important prerequisites are …
Training population optimization for genomic selection
I Berro, B Lado, RS Nalin, M Quincke… - The Plant …, 2019 - Wiley Online Library
Core Ideas Training populations can be optimized for specific testing populations. Optimized
training populations are smaller, more related, and more predictive. Stratified sampling with …
training populations are smaller, more related, and more predictive. Stratified sampling with …
Haplotype blocks for genomic prediction: a comparative evaluation in multiple crop datasets
SE Weber, M Frisch, RJ Snowdon… - Frontiers in Plant …, 2023 - frontiersin.org
In modern plant breeding, genomic selection is becoming the gold standard for selection of
superior genotypes. The basis for genomic prediction models is a set of phenotyped lines …
superior genotypes. The basis for genomic prediction models is a set of phenotyped lines …
Tomato genomic prediction for good performance under high-temperature and identification of loci involved in thermotolerance response
Many studies showed that few degrees above tomato optimum growth temperature
threshold can lead to serious loss in production. Therefore, the development of innovative …
threshold can lead to serious loss in production. Therefore, the development of innovative …