Editorial: Genomic selection: Lessons learned and perspectives

dc.creatorMartini, J.W.R.
dc.creatorHearne, S.
dc.creatorGardunia, B.W.
dc.creatorWimmer, V.
dc.creatorToledo, F.H.
dc.date2022-07-15T00:10:15Z
dc.date2022-07-15T00:10:15Z
dc.date2022
dc.date.accessioned2023-07-17T20:09:14Z
dc.date.available2023-07-17T20:09:14Z
dc.identifierhttps://hdl.handle.net/10883/22107
dc.identifier10.3389/fpls.2022.890434
dc.identifier.urihttps://repositorioslatinoamericanos.uchile.cl/handle/2250/7513870
dc.descriptionGenomic 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?
dc.languageEnglish
dc.publisherFrontiers
dc.relationNutrition, health & food security
dc.relationAccelerated Breeding
dc.relationBreeding Resources
dc.relationGenetic Innovation
dc.relationCGIAR Trust Fund
dc.relationhttps://hdl.handle.net/10568/126620
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dc.rightsOpen Access
dc.source13
dc.source1664-462X
dc.sourceFrontiers in Plant Science
dc.source890434
dc.subjectAGRICULTURAL SCIENCES AND BIOTECHNOLOGY
dc.subjectGenomic Selection
dc.subjectSelection Gain
dc.subjectBreeding Schemes
dc.subjectBREEDING PROGRAMMES
dc.subjectMARKER-ASSISTED SELECTION
dc.subjectGENOTYPE ENVIRONMENT INTERACTION
dc.subjectPLANT BREEDING
dc.titleEditorial: Genomic selection: Lessons learned and perspectives
dc.typeArticle
dc.typePublished Version
dc.coverageSwitzerland


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