Department of Bacteriology and Epidemiology, Wageningen Bioveterinary Research, Lelystad, The Netherlands.
Department of Infectious Diseases and Immunology, Faculty of Veterinary Medicine, Utrecht University, Utrecht, The Netherlands.
Zoonoses Public Health. 2021 May;68(3):194-202. doi: 10.1111/zph.12805. Epub 2021 Jan 17.
To combat antimicrobial resistance (AMR), policymakers need an overview of evolution and trends of AMR in relevant animal reservoirs, and livestock is monitored by susceptibility testing of sentinel organisms such as commensal E. coli. Such monitoring data are often vast and complex and generates a need for outcome indicators that summarize AMR for multiple antimicrobial classes. Model-based clustering is a data-driven approach that can help to objectively summarize AMR in animal reservoirs. In this study, a model-based cluster analysis was carried out on a dataset of minimum inhibitory concentrations (MIC), recoded to binary variables, for 10 antimicrobials of commensal E. coli isolates (N = 12,986) derived from four animal species (broilers, pigs, veal calves and dairy cows) in Dutch AMR monitoring, 2007-2018. This analysis revealed four clusters in commensal E. coli in livestock containing 201 unique resistance combinations. The prevalence of these combinations and clusters differs between animal species. Our results indicate that to monitor different animal populations, more than one indicator for multidrug resistance seems necessary. We show how these clusters summarize multidrug resistance and have potential as monitoring outcome indicators to benchmark and prioritize AMR problems in livestock.
为了应对抗菌药物耐药性(AMR),政策制定者需要全面了解相关动物宿主中 AMR 的演变和趋势,而对牲畜的监测则通过对共生大肠杆菌等哨点生物进行药敏试验来进行。此类监测数据通常数量庞大且复杂,这就需要使用能够汇总多种抗菌药物类别 AMR 的结果指标。基于模型的聚类是一种数据驱动的方法,可以帮助客观地总结动物宿主中的 AMR。在这项研究中,对来自荷兰 AMR 监测(2007-2018 年)的 4 种动物(肉鸡、猪、小牛肉牛和奶牛)中 10 种抗菌药物的共生大肠杆菌分离株(N=12986)最小抑菌浓度(MIC)的数据集进行了基于模型的聚类分析,MIC 数据经重新编码为二进制变量。该分析在共生大肠杆菌中揭示了 4 个包含 201 种独特耐药组合的聚类。这些组合和聚类在不同动物物种之间的流行率存在差异。我们的研究结果表明,为了监测不同的动物群体,似乎需要不止一个多药耐药性指标。我们展示了这些聚类如何汇总多药耐药性,并有可能作为监测结果指标,用于牲畜的基准测试和优先处理 AMR 问题。