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Editorial: Genomic selection: Lessons learned and perspectives

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Title Editorial: Genomic selection: Lessons learned and perspectives
 
Creator Martini, Johannes W. R.
Hearne, Sarah
Gardunia, Brian W.
Wimmer, Valentin
Toledo, Fernando H.
 
Subject breeding programmes
marker-assisted selection
genotype environment interaction
plant breeding
 
Description Genomic selection (GS) has been one of the most prominent Research Topics in breeding science in the last two decades after the milestone paper by Meuwissen et al. (2001). Its huge potential for increasing the efficiency of breeding programs attracted scientific curiosity and research funding. Many different statistical prediction methods have been tested, and different use cases have been explored. We organized this Research Topic to look both back and forward. The objectives were to review the developments of the last 20 years, to provide a snapshot of current hot topics, and potentially also to define areas on which more (or less) focus should be put in the future, thereby supporting readers with formulating and prioritizing their ideas for future research. Several questions were brought up when organizing this Research Topic including: How did GS change breeding schemes? Which impact did GS have on realized selection gain? What, considering the context of particularities of different crops, may be optimal breeding schemes to leverage the full potential of GS? What has been the impact of and what is the potential of hybrid prediction, statistical epistasis models, deep learning and other methods? What are the long-term effects of GS? Can predictive breeding approaches also be used to harness genetic resources from germplasm banks in a more efficient way?
 
Date 2022-05-27
2023-01-05T11:46:57Z
2023-01-05T11:46:57Z
 
Type Journal Article
 
Identifier Martini, J. W. R., Hearne, S. J., Gardunia, B., Wimmer, V., & Toledo, F. H. (2022). Editorial: Genomic selection: lessons learned and perspectives. Frontiers in Plant Science, 13, 890434. https://hdl.handle.net/10883/22107
1664-462X
https://hdl.handle.net/10568/126620
https://hdl.handle.net/10883/22107
https://doi.org/10.3389/fpls.2022.890434
 
Language en
 
Rights CC-BY-4.0
Open Access
 
Format application/pdf
 
Publisher Springer
 
Source Frontiers in Plant Science