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 …

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 …

[HTML][HTML] Analytical and decision support tools for genomics-assisted breeding

RK Varshney, VK Singh, JM Hickey, X Xun… - Trends in plant …, 2016 - cell.com
To successfully implement genomics-assisted breeding (GAB) in crop improvement
programs, efficient and effective analytical and decision support tools (ADSTs) are 'must …

[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 …

Understanding the genomic selection for crop improvement: current progress and future prospects

R Parveen, M Kumar, n Swapnil, D Singh… - Molecular Genetics and …, 2023 - Springer
Although increased use of modern breeding techniques and technology has resulted in long-
term genetic gain, the pace of genetic gain must be sped up to satisfy global agricultural …

Genomic selection for crop improvement

EL Heffner, ME Sorrells, JL Jannink - Crop Science, 2009 - Wiley Online Library
Despite important strides in marker technologies, the use of marker‐assisted selection has
stagnated for the improvement of quantitative traits. Biparental mating designs for the …

Genomic selection in plant breeding: methods, models, and perspectives

J Crossa, P Pérez-Rodríguez, J Cuevas… - Trends in plant …, 2017 - cell.com
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 …

[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 …

Mapping as you go: An effective approach for marker‐assisted selection of complex traits

DW Podlich, CR Winkler, M Cooper - Crop Science, 2004 - Wiley Online Library
The advent of high throughput molecular technologies has led to an expectation that
breeding programs will use marker–trait associations to conduct marker‐assisted selection …

[PDF][PDF] Implementation of molecular markers for quantitative traits in breeding programs—challenges and opportunities

JB Holland - Proceedings of the 4th international crop science …, 2004 - ars.usda.gov
Molecular marker assisted selection (MAS) has been touted as a means to improve the
efficiency and speed of plant selection programs. The most widespread use of MAS to date …