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 …

Impacts of nitrogen and phosphorus: from genomes to natural ecosystems and agriculture

MS Guignard, AR Leitch, C Acquisti… - Frontiers in Ecology …, 2017 - frontiersin.org
Nitrogen (N) and/or phosphorus (P) availability can limit growth of primary producers across
most of the world's aquatic and terrestrial ecosystems. These constraints are commonly …

[HTML][HTML] Machine learning approaches for crop improvement: Leveraging phenotypic and genotypic big data

H Tong, Z Nikoloski - Journal of plant physiology, 2021 - Elsevier
Highly efficient and accurate selection of elite genotypes can lead to dramatic shortening of
the breeding cycle in major crops relevant for sustaining present demands for food, feed …

Nitrogen use efficiency in rapeseed. A review

AS Bouchet, A Laperche, C Bissuel-Belaygue… - Agronomy for …, 2016 - Springer
Mineral nitrogen fertilization has improved crop yield over the last century but has also
caused air and water pollution. Reduction of nitrogen inputs and maintaining high yields are …

The application of pangenomics and machine learning in genomic selection in plants

PE Bayer, J Petereit, MF Danilevicz… - The Plant …, 2021 - Wiley Online Library
Genomic selection approaches have increased the speed of plant breeding, leading to
growing crop yields over the last decade. However, climate change is impacting current and …

Improving genetic gain with genomic selection in autotetraploid potato

AT Slater, NOI Cogan, JW Forster, BJ Hayes… - The plant …, 2016 - Wiley Online Library
Potato (Solanum tuberosum L.) breeders consider a large number of traits during cultivar
development and progress in conventional breeding can be slow. There is accumulating …

Exploring the gene pool of Brassica napus by genomics‐based approaches

D Hu, J Jing, RJ Snowdon, AS Mason… - Plant Biotechnology …, 2021 - Wiley Online Library
De novo allopolyploidization in Brassica provides a very successful model for reconstructing
polyploid genomes using progenitor species and relatives to broaden crop gene pools and …

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 …

A user guide to the Brassica 60K Illumina Infinium™ SNP genotyping array

AS Mason, EE Higgins, RJ Snowdon, J Batley… - Theoretical and Applied …, 2017 - Springer
Abstract The Brassica napus 60K Illumina Infinium™ SNP array has had huge international
uptake in the rapeseed community due to the revolutionary speed of acquisition and ease of …

Plant breeding for harmony between sustainable agriculture, the environment, and global food security: an era of genomics‐assisted breeding

A Hafeez, B Ali, MA Javed, A Saleem, M Fatima, A Fathi… - Planta, 2023 - Springer
Main conclusion Genomics-assisted breeding represents a crucial frontier in enhancing the
balance between sustainable agriculture, environmental preservation, and global food …