Target-oriented prioritization: targeted selection strategy by integrating organismal and molecular traits through predictive analytics in breeding

Target-oriented prioritization: targeted selection strategy by integrating organismal and molecular traits through predictive analytics in breeding

Abstract Genomic prediction in crop breeding is hindered by modeling on limited phenotypic traits. We propose an integrative multi-trait breeding strategy via machine learning algorithm, target-oriented prioritization (TOP). Using a large hybrid maize population, we demonstrate that the accuracy for...

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Bibliographic Details
Main Authors: Wenyu Yang, Tingting Guo, Jingyun Luo, Ruyang Zhang, Jiuran Zhao, Marilyn L. Warburton, Yingjie Xiao, Jianbing Yan
Format: Article
Language:English
Published: BMC 2022-03-01
Series:Genome Biology
Subjects:
Crop breeding
Multiple traits
Genomic prediction
Omics
Machine learning
Online Access:https://doi.org/10.1186/s13059-022-02650-w

Internet

https://doi.org/10.1186/s13059-022-02650-w

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