Article
DNAwhisper: An Integrated Deep Learning Pyramidal Framework for Multi-Trait Genomic Prediction and Adaptive Marker Prioritisation.
Plant biotechnology journal - 1 Jun 2026
Ma Yuexin, Li Xiang, Ji Xiaohao, Wang Chunying, Zhang Di, Zhai Tingting, Wang Haibo, Liu Ping
Abstract excerpt
Genomic selection (GS) is critical for accelerating genetic gain in modern plant breeding. Deep learning approaches offer powerful non-linear representation capabilities for modelling non-additive effects. However, their application in GS remains restricted, as high-dimensional, low-sample and noisy data hinder the identification of informative markers. The present study proposes DNAwhisper, a deep learning...
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