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 …

[HTML][HTML] Genomic selection: A breakthrough technology in rice breeding

Y Xu, K Ma, Y Zhao, X Wang, K Zhou, G Yu, C Li, P Li… - The Crop Journal, 2021 - Elsevier
Rice (Oryza sativa) provides a staple food source for more than half the world population.
However, the current pace of rice breeding in yield growth is insufficient to meet the food …

Assessing the genetic diversity of cowpea [Vigna unguiculata (L.) Walp.] germplasm collections using phenotypic traits and SNP markers

N Nkhoma, H Shimelis, MD Laing, A Shayanowako… - BMC genetics, 2020 - Springer
Abstract Background Productivity of cowpea [Vigna unguiculata (L.) Walp] in sub-Sahara
Africa is curtailed by a lack of farmer-preferred and improved cultivars and modern …

[HTML][HTML] Advances in integrated genomic selection for rapid genetic gain in crop improvement: a review

C Anilkumar, NC Sunitha, Harikrishna, NB Devate… - Planta, 2022 - Springer
Main conclusion Genomic selection and its importance in crop breeding. Integration of GS
with new breeding tools and developing SOP for GS to achieve maximum genetic gain with …

Robotized indoor phenotyping allows genomic prediction of adaptive traits in the field

J Bouidghaghen, L Moreau, K Beauchêne… - Nature …, 2023 - nature.com
Breeding for resilience to climate change requires considering adaptive traits such as plant
architecture, stomatal conductance and growth, beyond the current selection for yield …

Selection of trait-specific markers and multi-environment models improve genomic predictive ability in rice

A Bhandari, J Bartholomé, TV Cao-Hamadoun… - PLoS …, 2019 - journals.plos.org
Developing high yielding rice varieties that are tolerant to drought stress is crucial for the
sustainable livelihood of rice farmers in rainfed rice cropping ecosystems. Genomic …

Modern approaches for the genetic improvement of rice, wheat and maize for abiotic constraints-related traits: a comparative overview

E Benavente, E Giménez - Agronomy, 2021 - mdpi.com
After a basic description of the different sets of genetic tools and genomic approaches most
relevant for modern crop breeding (eg, QTL mapping, GWAS and genomic selection; …

Genomic selection in multi‐environment plant breeding trials using a factor analytic linear mixed model

DJ Tolhurst, KL Mathews, AB Smith… - Journal of Animal …, 2019 - Wiley Online Library
Genomic selection (GS) is a statistical and breeding methodology designed to improve
genetic gain. It has proven to be successful in animal breeding; however, key points of …

Crop genomic selection with deep learning and environmental data: A survey

S Jubair, M Domaratzki - Frontiers in Artificial Intelligence, 2023 - frontiersin.org
Machine learning techniques for crop genomic selections, especially for single-environment
plants, are well-developed. These machine learning models, which use dense genome …

An R package for Bayesian analysis of multi-environment and multi-trait multi-environment data for genome-based prediction

OA Montesinos-López… - G3: Genes …, 2019 - academic.oup.com
Evidence that genomic selection (GS) is a technology that is revolutionizing plant breeding
continues to grow. However, it is very well documented that its success strongly depends on …