Article
Target-oriented prioritization: targeted selection strategy by integrating organismal and molecular traits through predictive analytics in breeding.
Genome biology - 15 Mar 2022
Yang Wenyu, Guo Tingting, Luo Jingyun, Zhang Ruyang, Zhao Jiuran, Warburton Marilyn L, Xiao Yingjie, Yan Jianbing
Abstract excerpt
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 identifying a candidate that is phenotypically closest to an ideotype, or target variety, achieves up to 91%. The strength...
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