Modeling the impact of SARS-CoV-2 variants and vaccines on the spread of COVID-19

被引:47
作者
Ramos, A. M. [1 ]
Vela-Perez, M. [1 ]
Ferrandez, M. R. [1 ,2 ]
Kubik, A. B. [1 ]
Ivorra, B. [1 ]
机构
[1] Univ Complutense Madrid, Interdisciplinary Math Inst, MOMAT Res Grp, Madrid, Spain
[2] Univ Almeria, Dept Comp Sci, Supercomp Algorithms Res Grp SAL, Almeria, Spain
来源
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION | 2021年 / 102卷
关键词
theta-SIR Type model; COVID-19; vaccines; SARS-CoV-2; variants; VOC; 202012/01; 501.V2; effective reproduction number;
D O I
10.1016/j.cnsns.2021.105937
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Y The continuous mutation of SARS-CoV-2 opens the possibility of the appearance of new variants of the virus with important differences in its spreading characteristics, mortality rates, etc. On 14 December 2020, the United Kingdom reported a potentially more contagious coronavirus variant, present in that country, which is referred to as VOC 202012/01. On 18 December 2020, the South African government also announced the emergence of a new variant in a scenario similar to that of the UK, which is referred to as variant 501.V2. Another important milestone regarding this pandemic was the beginning, in December 2020, of vaccination campaigns in several countries. There are several vaccines, with different characteristics, developed by various laboratories and research centers. A natural question arises: what could be the impact of these variants and vaccines on the spread of COVID-19? Many models have been proposed to simulate the spread of COVID-19 but, to the best of our knowledge, none of them incorporates the effects of potential SARS-CoV-2 variants together with the vaccines in the spread of COVID-19. We develop here a theta- ij-SVEIHQRD mathematical model able to simulate the possible impact of this type of variants and of the vaccines, together with the main mechanisms influencing the disease spread. The model may be of interest for policy makers, as a tool to evaluate different possible future scenarios. We apply the model to the particular case of Italy (as an example of study case), showing different outcomes. We observe that the vaccines may reduce the infections, but they might not be enough for avoiding a new wave, with the current expected vaccination rates in that country, if the control measures are relaxed. Furthermore, a more contagious variant could increase significantly the cases, becoming the most common way of infection. We show how, even with the pandemic cases slowing down (with an effective reproduction number less than 1) and the disease seeming to be under control, the effective reproduction number of just the new variant may be greater than 1 and, eventually, the number
引用
收藏
页数:27
相关论文
共 59 条
[1]  
[Anonymous], 2001, TEXTS APPL MATH
[2]  
[Anonymous], Dipartimento della Protezione Civile Decreto Legge n. 24 del 24 marzo 2022-Disposizioni urgenti per il superamento delle misure di contrasto alla diffusione dell'epidemia da COVID-19, in conseguenza della cessazione dello stato di emergenza
[3]   Efficacy and Safety of the mRNA-1273 SARS-CoV-2 Vaccine [J].
Baden, Lindsey R. ;
El Sahly, Hana M. ;
Essink, Brandon ;
Kotloff, Karen ;
Frey, Sharon ;
Novak, Rick ;
Diemert, David ;
Spector, Stephen A. ;
Rouphael, Nadine ;
Creech, C. Buddy ;
McGettigan, John ;
Khetan, Shishir ;
Segall, Nathan ;
Solis, Joel ;
Brosz, Adam ;
Fierro, Carlos ;
Schwartz, Howard ;
Neuzil, Kathleen ;
Corey, Larry ;
Gilbert, Peter ;
Janes, Holly ;
Follmann, Dean ;
Marovich, Mary ;
Mascola, John ;
Polakowski, Laura ;
Ledgerwood, Julie ;
Graham, Barney S. ;
Bennett, Hamilton ;
Pajon, Rolando ;
Knightly, Conor ;
Leav, Brett ;
Deng, Weiping ;
Zhou, Honghong ;
Han, Shu ;
Ivarsson, Melanie ;
Miller, Jacqueline ;
Zaks, Tal .
NEW ENGLAND JOURNAL OF MEDICINE, 2021, 384 (05) :403-416
[4]  
Castillo-Laborde C., 2020, ASSESSMENT EVENT TRI
[5]  
Centers for Disease Control and Prevention, 2020, COV 19 VACC COV 19 VACC
[6]  
Centers for Disease Control and Prevention, 2021, JOHNS JOHNS JANSS CO
[7]  
Centers for Disease Control and Prevention, 2020, IMPL EM SARS COV 2 V IMPL EM SARS COV 2 V
[8]  
Centers for Disease Control and Prevention, 2020, PFIZ BIONT COV 19 VA PFIZ BIONT COV 19 VA
[9]  
Commissario straordinario per l'emergenza Covid-19, OP DAT CONS SOMM VAC OP DAT CONS SOMM VAC
[10]  
Davies NG, 2020, ENGLAND MEDRXIV, DOI 101101/2020122420248822