Genomic selection and its research progress in aquaculture breeding

H Song, T Dong, X Yan, W Wang, Z Tian… - Reviews in …, 2023 - Wiley Online Library
Since its introduction in 2001, genomic selection (GS) has progressed rapidly. As a research
and application hot topic, GS has led to a revolution in the field of animal and plant breeding …

There and back again; historical perspective and future directions for Vaccinium breeding and research studies

PP Edger, M Iorizzo, NV Bassil… - Horticulture …, 2022 - academic.oup.com
Abstract The genus Vaccinium L.(Ericaceae) contains a wide diversity of culturally and
economically important berry crop species. Consumer demand and scientific research in …

Genomic selection in plant breeding: Key factors shaping two decades of progress

A Alemu, J Åstrand, OA Montesinos-Lopez… - Molecular Plant, 2024 - cell.com
Genomic selection, the application of genomic prediction (GP) models to select candidate
individuals, has significantly advanced in the past two decades, effectively accelerating …

Using visual scores for genomic prediction of complex traits in breeding programs

CF Azevedo, LFV Ferrão, J Benevenuto… - Theoretical and Applied …, 2024 - Springer
Key message An approach for handling visual scores with potential errors and subjectivity in
scores was evaluated in simulated and blueberry recurrent selection breeding schemes to …

Genomic selection in an outcrossing autotetraploid fruit crop: lessons from blueberry breeding

LFV Ferrão, RR Amadeu, J Benevenuto… - Frontiers in plant …, 2021 - frontiersin.org
Blueberry (Vaccinium corymbosum and hybrids) is a specialty crop with expanding
production and consumption worldwide. The blueberry breeding program at the University of …

Training set optimization for sparse phenotyping in genomic selection: A conceptual overview

J Isidro y Sánchez, D Akdemir - Frontiers in Plant Science, 2021 - frontiersin.org
Genomic selection (GS) is becoming an essential tool in breeding programs due to its role in
increasing genetic gain per unit time. The design of the training set (TRS) in GS is one of the …

Boosting grapevine breeding for climate-smart viticulture: from genetic resources to predictive genomics

G Magon, V De Rosa, M Martina, R Falchi… - Frontiers in Plant …, 2023 - frontiersin.org
The multifaceted nature of climate change is increasing the urgency to select resilient
grapevine varieties, or generate new, fitter cultivars, to withstand a multitude of new …

High-quality reference genome and annotation aids understanding of berry development for evergreen blueberry (Vaccinium darrowii)

J Yu, AM Hulse-Kemp, E Babiker… - Horticulture …, 2021 - academic.oup.com
Abstract Vaccinium darrowii Camp (2n= 2x= 24) is a native North American blueberry
species and an important source of traits such as low chill requirement in commercial …

Genomic prediction for canopy height and dry matter yield in alfalfa using family bulks

MH Murad Leite Andrade, JP Acharya… - The plant …, 2022 - Wiley Online Library
Genomic selection (GS) has proven to be an effective method to increase genetic gain rates
and accelerate breeding cycles in many crop species. However, its implementation requires …

Trainsel: an r package for selection of training populations

D Akdemir, S Rio, J Isidro y Sánchez - Frontiers in genetics, 2021 - frontiersin.org
A major barrier to the wider use of supervised learning in emerging applications, such as
genomic selection, is the lack of sufficient and representative labeled data to train prediction …