arXiv:2507.11848cs.HCcs.AI2025-07被引 1

用双投影可视化技术加速杂交水稻育种中的基因筛选与品系选择

Interactive Hybrid Rice Breeding with Parametric Dual Projection

  • 提出参数化双投影方法,支持交互式基因与品系双重分析
  • 案例验证显示可有效识别调控基因并筛选出优良杂交品系
  • 适合水稻育种专家结合经验进行高效决策,提升选育效率

杂交水稻育种通过交叉不同稻系并在田间培育后代以筛选具有高产等优良农艺性状的杂交品种。近年来,基因组选择成为高效育种手段,基于基因预测杂交后代性状,可大幅减少需田间种植的候选品系数量。然而,由于基因组预测模型精度有限,育种者仍需结合自身经验识别调控性状的基因并筛选杂交品系,这一过程耗时费力。为此,本文提出一种可视化分析方法,支持交互式杂交水稻育种。基因识别与品系选择天然构成双重分析任务,因此我们开发了具有理论保障的参数化双投影方法,以支持交互式双分析。基于该方法,构建了基因可视化与杂交品系可视化工具,用于验证所识别的调控基因和候选杂交品系。通过定量评估参数化双投影方法、识别出的调控基因及优选杂交品系,在案例研究中验证了本方法的有效性,并获得育种专家的积极反馈。

原文摘要 · Abstract (English)

Hybrid rice breeding crossbreeds different rice lines and cultivates the resulting hybrids in fields to select those with desirable agronomic traits, such as higher yields. Recently, genomic selection has emerged as an efficient way for hybrid rice breeding. It predicts the traits of hybrids based on their genes, which helps exclude many undesired hybrids, largely reducing the workload of field cultivation. However, due to the limited accuracy of genomic prediction models, breeders still need to combine their experience with the models to identify regulatory genes that control traits and select hybrids, which remains a time-consuming process. To ease this process, in this paper, we proposed a visual analysis method to facilitate interactive hybrid rice breeding. Regulatory gene identification and hybrid selection naturally ensemble a dual-analysis task. Therefore, we developed a parametric dual projection method with theoretical guarantees to facilitate interactive dual analysis. Based on this dual projection method, we further developed a gene visualization and a hybrid visualization to verify the identified regulatory genes and hybrids. The effectiveness of our method is demonstrated through the quantitative evaluation of the parametric dual projection method, identified regulatory genes and desired hybrids in the case study, and positive feedback from breeders.

水稻育种可视化分析基因筛选

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