Convection shapes the trade-off between antibiotic efficacy and the selection for resistance in spatial gradients

被引:10
|
作者
Gralka, Matti [1 ]
Fusco, Diana [1 ,2 ]
Martis, Stephen [1 ]
Hallatschek, Oskar [1 ,2 ]
机构
[1] Univ Calif Berkeley, Dept Phys, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Dept Integrat Biol, Berkeley, CA 94720 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
antibiotic resistance; selection; treatment; antibiotic gradient; convection; EVOLUTIONARY RESCUE; MOLECULAR-MECHANISMS; DRUG PENETRATION; ADAPTATION; ACCELERATION; POPULATIONS; EXTINCTION; PATHS; FLOW;
D O I
10.1088/1478-3975/aa7bb3
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Since penicillin was discovered about 90 years ago, we have become used to using drugs to eradicate unwanted pathogenic cells. However, using drugs to kill bacteria, viruses or cancer cells has the serious side effect of selecting for mutant types that survive the drug attack. A crucial question therefore is how one could eradicate as many cells as possible for a given acceptable risk of drug resistance evolution. We address this general question in a model of drug resistance evolution in spatial drug gradients, which recent experiments and theories have suggested as key drivers of drug resistance. Importantly, our model takes into account the influence of convection, resulting for instance from blood flow. Using stochastic simulations, we study the fates of individual resistance mutations and quantify the trade-off between the killing of wild-type cells and the rise of resistance mutations: shallow gradients and convection into the antibiotic region promote wild-type death, at the cost of increasing the establishment probability of resistance mutations. We can explain these observed trends by modeling the adaptation process as a branching random walk. Our analysis reveals that the trade-off between death and adaptation depends on the relative length scales of the spatial drug gradient and random dispersal, and the strength of convection. Our results show that convection can have a momentous effect on the rate of establishment of new mutations, and may heavily impact the efficiency of antibiotic treatment.
引用
收藏
页数:11
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