高级检索+

基于多特征融合的染色体倍乘事件识别方法

Chromosome Polyploidy Recognition Method Based on Multifeature Fusion

  • 摘要: 多倍化是植物进化的重要机制,是物种演化最为重要的动力。为对染色体倍乘事件进行客观科学的判定,本研究以葡萄(Vitis vinifera)和红皮柳(Salix sinopurpurea)的全基因组数据为基础,结合全基因组共线性,通过同义替换率(Ks),构造了同源片段总长度、同源片段Ks阈值、投影点标准差、投影点最大间隙、投影点覆盖率和投影点极差共6个特征,根据各特征在共线性上的意义表征,将经过MinMax标准化后的特征,在特征内和特征间进行信息融合后建立了基因共线评价模型,实现对倍乘事件的自动识别。结果显示,以葡萄为参考,红皮柳最近发生了二倍乘事件,并给出了具有二倍乘信号的相关染色体,其结论与前人研究的结果吻合,验证了该方法的有效性。进而以拟南芥(Arabidopsis thaliana)为参考,将该方法分别应用于白菜(Brassica rapa)、甘蓝(B.oleracea)数据集,得出了三倍乘结论及具有三倍乘信号的相关染色体,其实验结论与相关文献的结论吻合,证明了该方法的泛化能力。

     

    Abstract: Polyploidy, a crucial mechanism of plant evolution has been identified as the most important driving force for species evolution. In order to objectively and scientifically determine chromosome polyploidy, a new recognition method is proposed. In this paper, the whole genome data of Vitis vinifera and Salix sinopurpurea were taken as the research object, combined with genome-wide collinearity and synonymous substitutions rate(Ks), six measurement features were constructed, which were the total length of homologous segments, Ks threshold for homologous segments, subpoint standard deviation, subpoint maximum gap, subpoint coverage and subpoint rang. According to the significance of each feature in collinearity, after Min-Max normalized values of each feature were fused within and between features to establish gene collinearity evaluation model, and then realized the automatic recognition of chromosome polyploidy. The results showed that with the Vitis vinifera genome as a reference, Salix sinopurpurea experienced a whole-genome duplication, and the related chromosomes with polyploidy signal were provided.The conclusion is consistent with the previous results, which verified the effectiveness of the method. Furthermore, with the Arabidopsis thaliana genome as a reference genome, this method was applied to Brassica rapa and B.oleracea, then obtained the conclusion of whole-genome triplication and related chromosomes with polyploidy signal. The experimental results are also consistent with the relevant literatures, which proved the generalization ability of the method.

     

/

返回文章
返回