谷歌浏览器插件
订阅小程序
在清言上使用

Modelling of Gene Loss Propensity in the Pangenomes of Three Brassica Species Suggests Different Mechanisms Between Polyploids and Diploids

Plant biotechnology journal(2021)

引用 41|浏览18
暂无评分
摘要
Summary Plant genomes demonstrate significant presence/absence variation (PAV) within a species; however, the factors that lead to this variation have not been studied systematically in Brassica across diploids and polyploids. Here, we developed pangenomes of polyploid Brassica napus and its two diploid progenitor genomes B. rapa and B. oleracea to infer how PAV may differ between diploids and polyploids. Modelling of gene loss suggests that loss propensity is primarily associated with transposable elements in the diploids while in B. napus, gene loss propensity is associated with homoeologous recombination. We use these results to gain insights into the different causes of gene loss, both in diploids and following polyploidization, and pave the way for the application of machine learning methods to understanding the underlying biological and physical causes of gene presence/absence.
更多
查看译文
关键词
Brassica,pangenome,XGBoost,gene loss propensity,machine learning,transposable elements
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要