Bio-Protection Research Centre, Lincoln University, Christchurch, New Zealand.
Pest Manag Sci. 2022 Mar;78(3):1265-1271. doi: 10.1002/ps.6744. Epub 2021 Dec 17.
The number of weed species resistant to multiple herbicide modes of action (MoAs) has increased over the last 30 years and may in the future render existing herbicide MoAs obsolete for many cropping systems. Yet few predictive tools exist to manage this risk. Using a worldwide dataset of weed species resistant to multiple herbicide MoAs, hierarchical clustering was used to classify MoAs into similar groups in relation to the suite of resistant weed species they have in common. Network analyses then were used to explore the relative importance of species prevalence and similarity in cluster patterns.
Hierarchical clustering identified three similarly sized clusters of herbicide MoAs that were linked by the co-occurrence of resistant weeds: Herbicide Resistance Action Committee (HRAC) groups 2, 4, 5 and 9; HRAC groups 12, 14 and 15; and HRAC groups 1, 3 and 22. Cluster membership was consistent with similarities in the physiological or biochemical target of the herbicide MoAs. Network analyses revealed that the number of weed species resistant to two different MoAs was related to the number of weeds known to be resistant to each individual herbicide MoA.
Hierarchical cluster analysis provided new insights into the risk of weeds becoming resistant to more than one herbicide MoA. By clustering herbicide MoAs into three distinct groups, the potential exists for farmers to manage resistance by rotating herbicides between rather than within clusters, as far as crop, weed and environmental conditions allow.
过去 30 年来,具有多种除草剂作用模式(Mode of Action,MoA)抗性的杂草物种数量有所增加,未来可能会使许多作物系统中现有的除草剂 MoA 过时。然而,目前几乎没有预测工具可以管理这种风险。本研究使用具有多种除草剂 MoA 抗性的杂草物种的全球数据集,通过层次聚类将 MoA 按其共同具有的抗性杂草物种的种类进行分类。然后使用网络分析来探讨物种流行率和聚类模式相似性的相对重要性。
层次聚类确定了三个大小相似的除草剂 MoA 簇,它们通过共同出现的抗性杂草而联系在一起:除草剂抗性行动委员会(HRAC)第 2、4、5 和 9 组;HRAC 第 12、14 和 15 组;以及 HRAC 第 1、3 和 22 组。聚类成员与除草剂 MoA 的生理或生化靶标相似性一致。网络分析显示,对两种不同 MoA 具有抗性的杂草物种数量与已知对每种单独的除草剂 MoA 具有抗性的杂草物种数量有关。
层次聚类分析为杂草对多种除草剂 MoA 产生抗性的风险提供了新的见解。通过将除草剂 MoA 分为三个不同的组,只要作物、杂草和环境条件允许,农民就有可能通过在不同的组之间而不是在组内轮用除草剂来管理抗性。