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Effective drug combination for Caenorhabditis elegans nematodes discovered by output-driven feedback system control technique

机译:输出驱动反馈系统控制技术发现的线虫秀丽隐杆线虫有效药物组合

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Infections from parasitic nematodes (or roundworms) contribute to a significant disease burden and productivity losses for humans and livestock. The limited number of anthelmintics (or antinematode drugs) available today to treat these infections are rapidly losing their efficacy as multidrug resistance in parasites becomes a global health challenge. We propose an engineering approach to discover an anthelmintic drug combination that is more potent at killing wild-type Caenorhabditis elegans worms than four individual drugs. In the experiment, freely swimming single worms are enclosed in microfluidic drug environments to assess the centroid velocity and track curvature of worm movements. After analyzing the behavioral data in every iteration, the feedback system control (FSC) scheme is used to predict new drug combinations to test. Through a differential evolutionary search, the winning drug combination is reached that produces minimal centroid velocity and high track curvature, while requiring each drug in less than their EC50 concentrations. The FSC approach is model-less and does not need any information on the drug pharmacology, signaling pathways, or animal biology. Toward combating multidrug resistance, the method presented here is applicable to the discovery of new potent combinations of available anthelmintics on C. elegans, parasitic nematodes, and other small model organisms.
机译:寄生线虫(或round虫)引起的感染会给人类和牲畜带来巨大的疾病负担和生产力损失。由于寄生虫对多药的耐药性成为全球健康挑战,如今可用于治疗这些感染的驱虫药(或杀线虫药)数量有限。我们提出一种工程方法来发现一种驱虫药组合,它比四种单独的药物在杀死野生型秀丽隐杆线虫蠕虫方面更有效。在实验中,自由游动的单个蠕虫被封闭在微流体药物环境中,以评估质心速度和蠕虫运动的曲率。在每次迭代中分析行为数据后,反馈系统控制(FSC)方案用于预测要测试的新药物组合。通过差分进化搜索,获得了获胜的药物组合,该组合产生最小的质心速度和较高的曲率,同时要求每种药物的浓度低于其EC 50 浓度。 FSC方法是无模型的,不需要任何有关药物药理学,信号传导途径或动物生物学的信息。为了对抗多药耐药性,此处介绍的方法适用于发现线虫,寄生线虫和其他小模型生物可用驱虫药的新有效组合。

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