Simulating the efficacy of vaccines on the epidemiological dynamics of SARS-CoV-2 in a membrane computing model.

microLife Pub Date : 2022-01-01 DOI:10.1093/femsml/uqac018
Marcelino Campos, José M Sempere, Juan C Galán, Andrés Moya, Rafael Cantón, Carlos Llorens, Fernando Baquero
{"title":"Simulating the efficacy of vaccines on the epidemiological dynamics of SARS-CoV-2 in a membrane computing model.","authors":"Marcelino Campos,&nbsp;José M Sempere,&nbsp;Juan C Galán,&nbsp;Andrés Moya,&nbsp;Rafael Cantón,&nbsp;Carlos Llorens,&nbsp;Fernando Baquero","doi":"10.1093/femsml/uqac018","DOIUrl":null,"url":null,"abstract":"<p><p>Membrane computing is a natural computing procedure inspired in the compartmental structure of living cells. This approach allows mimicking the complex structure of biological processes, and, when applied to transmissible diseases, can simulate a virtual 'epidemic' based on interactions between elements within the computational model according to established conditions. General and focused vaccination strategies for controlling SARS-Cov-2 epidemics have been simulated for 2.3 years from the emergence of the epidemic in a hypothetical town of 10320 inhabitants in a country with mean European demographics where COVID-19 is imported. The age and immunological-response groups of the hosts and their lifestyles were minutely examined. The duration of natural, acquired immunity influenced the results; the shorter the duration, the more endemic the process, resulting in higher mortality, particularly among elderly individuals. During epidemic valleys between waves, the proportion of infected patients belonging to symptomatic groups (mostly elderly) increased in the total population, a population that largely benefits from standard double vaccination, particularly with boosters. There was no clear difference when comparing booster shots provided at 4 or 6 months after standard double-dose vaccination. Vaccines even of moderate efficacy (short-term protection) were effective in decreasing the number of symptomatic cases. Generalized vaccination of the entire population (all ages) added little benefit to overall mortality rates, and this situation also applied for generalized lockdowns. Elderly-only vaccination and lockdowns, even without general interventions directed to reduce population transmission, is sufficient for dramatically reducing mortality.</p>","PeriodicalId":74189,"journal":{"name":"microLife","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10117710/pdf/","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"microLife","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/femsml/uqac018","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Membrane computing is a natural computing procedure inspired in the compartmental structure of living cells. This approach allows mimicking the complex structure of biological processes, and, when applied to transmissible diseases, can simulate a virtual 'epidemic' based on interactions between elements within the computational model according to established conditions. General and focused vaccination strategies for controlling SARS-Cov-2 epidemics have been simulated for 2.3 years from the emergence of the epidemic in a hypothetical town of 10320 inhabitants in a country with mean European demographics where COVID-19 is imported. The age and immunological-response groups of the hosts and their lifestyles were minutely examined. The duration of natural, acquired immunity influenced the results; the shorter the duration, the more endemic the process, resulting in higher mortality, particularly among elderly individuals. During epidemic valleys between waves, the proportion of infected patients belonging to symptomatic groups (mostly elderly) increased in the total population, a population that largely benefits from standard double vaccination, particularly with boosters. There was no clear difference when comparing booster shots provided at 4 or 6 months after standard double-dose vaccination. Vaccines even of moderate efficacy (short-term protection) were effective in decreasing the number of symptomatic cases. Generalized vaccination of the entire population (all ages) added little benefit to overall mortality rates, and this situation also applied for generalized lockdowns. Elderly-only vaccination and lockdowns, even without general interventions directed to reduce population transmission, is sufficient for dramatically reducing mortality.

Abstract Image

Abstract Image

Abstract Image

膜计算模型模拟疫苗对SARS-CoV-2流行病学动态的影响
膜计算是一种受活细胞隔室结构启发的自然计算方法。这种方法可以模拟生物过程的复杂结构,并且当应用于传染病时,可以根据既定条件,基于计算模型中元素之间的相互作用来模拟虚拟的“流行病”。控制SARS-Cov-2流行的一般和重点疫苗接种策略已经模拟了2.3年,从疫情出现开始,在一个拥有10320名居民的假设城镇,在一个具有平均欧洲人口结构的国家,输入了COVID-19。详细检查宿主的年龄、免疫反应组及其生活方式。自然免疫、获得性免疫持续时间影响结果;持续时间越短,这一过程就越流行,导致死亡率更高,特别是在老年人中。在两波之间的流行谷期间,属于有症状群体(主要是老年人)的受感染患者在总人口中的比例增加,这一人群在很大程度上受益于标准的双重疫苗接种,特别是加强疫苗接种。在标准双剂量疫苗接种后4个月或6个月进行加强注射时,没有明显差异。即使是中等效力的疫苗(短期保护)也能有效减少有症状病例的数量。对全体人口(所有年龄)进行全面疫苗接种对总体死亡率几乎没有好处,这种情况也适用于全面封锁。仅针对老年人的疫苗接种和封锁,即使没有旨在减少人口传播的一般干预措施,也足以显著降低死亡率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
5.50
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信