University of Stirling, Computing Science and Mathematics, Faculty of Natural Sciences, Stirling, FK9 4LA, United Kingdom.
Centre for Environment, Fisheries and Aquaculture Science (Cefas), Weymouth Laboratory, Weymouth, DT4 8UB, United Kingdom.
Sci Rep. 2016 Nov 28;6:37853. doi: 10.1038/srep37853.
The increase in antibiotic resistant bacteria poses a threat to the continued use of antibiotics to treat bacterial infections. The overuse and misuse of antibiotics has been identified as a significant driver in the emergence of resistance. Finding optimal treatment regimens is therefore critical in ensuring the prolonged effectiveness of these antibiotics. This study uses mathematical modelling to analyse the effect traditional treatment regimens have on the dynamics of a bacterial infection. Using a novel approach, a genetic algorithm, the study then identifies improved treatment regimens. Using a single antibiotic the genetic algorithm identifies regimens which minimise the amount of antibiotic used while maximising bacterial eradication. Although exact treatments are highly dependent on parameter values and initial bacterial load, a significant common trend is identified throughout the results. A treatment regimen consisting of a high initial dose followed by an extended tapering of doses is found to optimise the use of antibiotics. This consistently improves the success of eradicating infections, uses less antibiotic than traditional regimens and reduces the time to eradication. The use of genetic algorithms to optimise treatment regimens enables an extensive search of possible regimens, with previous regimens directing the search into regions of better performance.
抗生素耐药菌的增加对继续使用抗生素治疗细菌感染构成了威胁。抗生素的过度和不当使用已被确定为耐药性产生的一个重要驱动因素。因此,找到最佳的治疗方案对于确保这些抗生素的长期有效性至关重要。本研究使用数学模型分析传统治疗方案对细菌感染动力学的影响。该研究使用一种新的方法,即遗传算法,来确定改进的治疗方案。使用单一抗生素,遗传算法确定了既能最大限度地减少抗生素使用量又能最大限度地消灭细菌的方案。尽管确切的治疗方案高度依赖于参数值和初始细菌负荷,但在整个结果中都确定了一个显著的共同趋势。研究发现,一种由高初始剂量加延长剂量递减的治疗方案可以优化抗生素的使用。这种方案能够更有效地消灭感染,使用的抗生素比传统方案少,并且减少了消灭感染所需的时间。使用遗传算法来优化治疗方案可以对可能的方案进行广泛的搜索,而以前的方案则可以引导搜索进入性能更好的区域。