感知风险诱导的多尺度模型:宿主内和宿主间动力学与行为动力学的耦合。

IF 1.9 4区 数学 Q2 BIOLOGY Journal of Theoretical Biology Pub Date : 2024-12-10 DOI:10.1016/j.jtbi.2024.111998
Xiaodan Sun , Weike Zhou , Yuhua Ruan , Guanghua Lan , Qiuying Zhu , Yanni Xiao
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引用次数: 0

摘要

建立了一种新的多尺度模型来研究行为动力学、疾病传播动力学和病毒动力学之间的共同进化,其中感知风险是实现宿主间动力学和宿主内动力学双向耦合的桥梁。实际数据验证了该模型的有效性,该模型具有解的周期振荡、传播动力学的不一致性和病毒动力学等丰富的动力学特性。观察到随着治疗效果的提高,新发感染可能会增加,这可能揭示了仅靠治疗策略难以消除HIV/AIDS感染的隐藏机制。如果提高了治疗效果,但没有提高诊断率,在行为改变的风险阈值较低的情况下,可能会出现“近乎消除”现象,即新发感染人数可能会下降到较低水平,但一段时间后,由于人们很难保持认识,高危行为增加,新发感染人数可能会再次上升到较高水平。研究结果表明,要实现“终结艾滋病”,干预措施应在个体层面和群体层面同时实施。
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Perceived risk induced multiscale model: Coupled within-host and between-host dynamics and behavioral dynamics
A novel multiscale model is formulated to examine the co-evolution among behavioral dynamics, disease transmission dynamics and viral dynamics, in which perceived risk act as a bridge for realizing the bidirectional coupling of between-host dynamics and within-host dynamics. The model is validated by real data and exhibits rich dynamic behaviors including the periodic oscillations of the solutions, the discordance of transmission dynamics and viral dynamics. It is observed that new infections may increase with improving treatment efficacy, which may reveal the hidden mechanisms why it is hard to eliminate HIV/AIDS infection only with the strategy of treatment. If increasing treatment efficacy but without improving diagnosis rate, “nearly elimination” phenomenon may happen when the risk threshold for behavior changes is low, in which the number of new infections may drop to a relatively low level but increase again to a relatively high level after a period of time as people may hardly keep their awareness and increase their high risk behaviors. The findings indicate that the intervention measures should be implemented both at individual level and population level to realize “ending the AIDS”.
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来源期刊
CiteScore
4.20
自引率
5.00%
发文量
218
审稿时长
51 days
期刊介绍: The Journal of Theoretical Biology is the leading forum for theoretical perspectives that give insight into biological processes. It covers a very wide range of topics and is of interest to biologists in many areas of research, including: • Brain and Neuroscience • Cancer Growth and Treatment • Cell Biology • Developmental Biology • Ecology • Evolution • Immunology, • Infectious and non-infectious Diseases, • Mathematical, Computational, Biophysical and Statistical Modeling • Microbiology, Molecular Biology, and Biochemistry • Networks and Complex Systems • Physiology • Pharmacodynamics • Animal Behavior and Game Theory Acceptable papers are those that bear significant importance on the biology per se being presented, and not on the mathematical analysis. Papers that include some data or experimental material bearing on theory will be considered, including those that contain comparative study, statistical data analysis, mathematical proof, computer simulations, experiments, field observations, or even philosophical arguments, which are all methods to support or reject theoretical ideas. However, there should be a concerted effort to make papers intelligible to biologists in the chosen field.
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