Genomic selection: A tool for accelerating the efficiency of molecular breeding for development of climate-resilient crops

N Budhlakoti, AK Kushwaha, A Rai… - Frontiers in …, 2022 - frontiersin.org
Since the inception of the theory and conceptual framework of genomic selection (GS),
extensive research has been done on evaluating its efficiency for utilization in crop …

Genomic interventions for sustainable agriculture

A Bohra, U Chand Jha, ID Godwin… - Plant Biotechnology …, 2020 - Wiley Online Library
Agricultural production faces a Herculean challenge to feed the increasing global
population. Food production systems need to deliver more with finite land and water …

Benchmarking parametric and machine learning models for genomic prediction of complex traits

CB Azodi, E Bolger, A McCarren… - G3: Genes …, 2019 - academic.oup.com
The usefulness of genomic prediction in crop and livestock breeding programs has
prompted efforts to develop new and improved genomic prediction algorithms, such as …

Genomic selection in cereal breeding

CD Robertsen, RL Hjortshøj, LL Janss - Agronomy, 2019 - mdpi.com
Genomic Selection (GS) is a method in plant breeding to predict the genetic value of
untested lines based on genome-wide marker data. The method has been widely explored …

Achievements and challenges of genomics-assisted breeding in forest trees: From marker-assisted selection to genome editing

S Ahmar, P Ballesta, M Ali, F Mora-Poblete - International Journal of …, 2021 - mdpi.com
Forest tree breeding efforts have focused mainly on improving traits of economic importance,
selecting trees suited to new environments or generating trees that are more resilient to …

Genomic Prediction of Agronomic Traits in Common Bean (Phaseolus vulgaris L.) Under Environmental Stress

B Keller, D Ariza-Suarez, J De la Hoz… - Frontiers in Plant …, 2020 - frontiersin.org
In plant and animal breeding, genomic prediction models are established to select new lines
based on genomic data, without the need for laborious phenotyping. Prediction models can …

Pumpkin (Cucurbita spp.): A Crop to Mitigate Food and Nutritional Challenges

M Hosen, MY Rafii, N Mazlan, M Jusoh, Y Oladosu… - Horticulturae, 2021 - mdpi.com
The world's food and agricultural programs have gradually declined into an unsustainable
situation due to challenges such as increase in world population, varied agro-climatic …

Optimizing plant breeding programs for genomic selection

LF Merrick, AW Herr, KS Sandhu, DN Lozada… - Agronomy, 2022 - mdpi.com
Plant geneticists and breeders have used marker technology since the 1980s in quantitative
trait locus (QTL) identification. Marker-assisted selection is effective for large-effect QTL but …

Chile Pepper (Capsicum) Breeding and Improvement in the “Multi-Omics” Era

DN Lozada, PW Bosland, DW Barchenger… - Frontiers in Plant …, 2022 - frontiersin.org
Chile pepper (Capsicum spp.) is a major culinary, medicinal, and economic crop in most
areas of the world. For more than hundreds of years, chile peppers have “defined” the state …

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 …