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构建最佳三药联合化疗方案。

Building Optimal Three-Drug Combination Chemotherapy Regimens.

机构信息

Institute for Therapeutic Innovation, College of Medicine, University of Florida, Orlando, Florida, USA

Division of Pediatric Infectious Diseases, Children's Hospital of Los Angeles, Los Angeles, California, USA.

出版信息

Antimicrob Agents Chemother. 2020 Oct 20;64(11). doi: 10.1128/AAC.01610-20.

Abstract

Multidrug therapy is often required. Examples include antiviral therapy, nosocomial infections, and, most commonly, anti- therapy. Our laboratory previously identified a mathematical approach to identify 2-drug regimens with a synergistic or additive interaction using a full factorial study design. Our objective here was to generate a method to identify an optimal 3-drug therapy. We studied isolate H37Rv in log-phase growth in flasks. Pretomanid and moxifloxacin were chosen as the base 2-drug regimen. Bedaquiline (plus M2 metabolite) was chosen as the third drug for evaluation. Total bacterial burden and bacterial burden less-susceptible to study drugs were enumerated. A large mathematical model was fit to all the data. This allowed extension to evaluation of the 3-drug regimen by employing a Monte Carlo simulation. Pretomanid plus moxifloxacin demonstrated excellent bacterial kill and suppressed amplification of less-susceptible pathogens. Total bacterial burden was driven to extinction in 3 weeks in 6 of 9 combination therapy evaluations. Only the lowest pretomanid/moxifloxacin exposures in combination did not extinguish the bacterial burden. No combination regimen allowed resistance amplification. Generation of 95% credible intervals about estimates of the interaction parameters α (α, α, and α) by bootstrapping showed the interaction was near synergistic. The addition of bedaquiline/M2 metabolite was evaluated by forming a 95% confidence interval regarding the decline in bacterial burden. The addition of bedaquiline/M2 metabolite shortened the time to eradication by 1 week and was significantly different. A model-based system approach to evaluating combinations of 3 agents shows promise to rapidly identify the most promising combinations that can then be trialed.

摘要

通常需要多药治疗。例如抗病毒治疗、医院感染,以及最常见的抗结核治疗。我们的实验室之前采用全因子研究设计,提出了一种识别具有协同或相加相互作用的 2 药方案的数学方法。我们的目的是生成一种识别最佳 3 药治疗方案的方法。我们研究了对数生长期培养瓶中的 H37Rv 分离株。贝达喹啉和莫西沙星被选为基础的 2 药方案。贝达喹啉(加 M2 代谢物)被选为评估的第三种药物。对总细菌负荷和对研究药物不易感的细菌负荷进行计数。对所有数据进行了大型数学模型拟合。这允许通过蒙特卡罗模拟扩展到对 3 药方案的评估。贝达喹啉加莫西沙星显示出良好的杀菌作用,并抑制了易感性较低的病原体的扩增。在 9 次组合治疗评估中的 6 次中,3 周内将总细菌负荷降低至灭绝。只有在组合中最低的贝达喹啉/莫西沙星暴露水平不能消除细菌负荷。没有组合方案允许耐药性扩增。通过自举法生成关于相互作用参数α(α、α和α)的估计值的 95%可信区间表明相互作用接近协同作用。通过形成关于细菌负荷下降的 95%置信区间来评估 bedaquiline/M2 代谢物的添加。贝达喹啉/M2 代谢物的添加将清除时间缩短了 1 周,且差异显著。一种基于模型的系统方法来评估 3 种药物的组合有望快速识别最有前途的组合,然后可以进行试验。

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