Article
Dissecting the genetic architecture of seed-related traits in Brassica napus by integrating multi-omics analysis and VIS-NIR hyperspectral imaging.
Genome biology - 10 Feb 2026
Tan Zengdong, Liu Yunhao, Wu Xiaowei, Song Jingyan, Lu Bingjie, Chen Yongqi, Fan Ruyi, Chen Jie, Yang Wanneng, Feng Hui, Guo Liang, Yao Xuan
Abstract excerpt
BACKGROUND: Brassica napus (B. napus) is globally important oilseed crop, yet traditional approaches for phenotyping of seed traits are labor-intensive and destructive. RESULTS: Here, we establish a non-destructive analytical framework integrating hyperspectral imaging (HSI) with machine learning for characterizing seed-related traits. We collect HSI data from seeds of 393 B. napus accessions over two consecutive...
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