A novel COVID-19 epidemiological model with explicit susceptible and asymptomatic isolation compartments reveals unexpected consequences of timing social distancing

被引:38
作者
Gevertz, Jana L. [1 ]
Greene, James M. [2 ]
Sanchez-Tapia, Cynthia H. [3 ]
Sontag, Eduardo D. [4 ,5 ,6 ]
机构
[1] Coll New Jersey, Dept Math & Stat, Ewing, NJ USA
[2] Clarkson Univ, Dept Math, Potsdam, NY USA
[3] Calif State Univ Dominguez Hills, Coll Nat & Behav Sci, Dept Math, Carson, CA 90747 USA
[4] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
[5] Northeastern Univ, Dept Bioengn, Boston, MA 02115 USA
[6] Harvard Med Sch, Lab Syst Pharmacol, Program Therapeut Sci, Boston, MA 02115 USA
关键词
Epidemic modeling; COVID-19; Social distancing; CORONAVIRUS;
D O I
10.1016/j.jtbi.2020.110539
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Motivated by the current COVID-19 epidemic, this work introduces an epidemiological model in which separate compartments are used for susceptible and asymptomatic "socially distant" populations. Distancing directives are represented by rates of flow into these compartments, as well as by a reduction in contacts that lessens disease transmission. The dynamical behavior of this system is analyzed, under various different rate control strategies, and the sensitivity of the basic reproduction number to various parameters is studied. One of the striking features of this model is the existence of a critical implementation delay (CID) in issuing distancing mandates: while a delay of about two weeks does not have an appreciable effect on the peak number of infections, issuing mandates even slightly after this critical time results in a far greater incidence of infection. Thus, there is a nontrivial but tight "window of opportunity" for commencing social distancing in order to meet the capacity of healthcare resources. However, if one wants to also delay the timing of peak infections - so as to take advantage of potential new therapies and vaccines - action must be taken much faster than the CID. Different relaxation strategies are also simulated, with surprising results. Periodic relaxation policies suggest a schedule which may significantly inhibit peak infective load, but that this schedule is very sensitive to parameter values and the schedule's frequency. Furthermore, we considered the impact of steadily reducing social distancing measures over time. We find that a too-sudden reopening of society may negate the progress achieved under initial distancing guidelines, but the negative effects can be mitigated if the relaxation strategy is carefully designed. (C) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:25
相关论文
共 45 条
[1]   MODELLING THE PANDEMIC The simulations driving the world's response to COVID-19 [J].
Adam, David .
NATURE, 2020, 580 (7803) :316-318
[2]  
[Anonymous], The New York Times
[3]   Presumed Asymptomatic Carrier Transmission of COVID-19 [J].
Bai, Yan ;
Yao, Lingsheng ;
Wei, Tao ;
Tian, Fei ;
Jin, Dong-Yan ;
Chen, Lijuan ;
Wang, Meiyun .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2020, 323 (14) :1406-1407
[4]  
Bin M., 2020, FAST MULTISHOT COVID
[5]  
Brauer F, 2006, MATH BIOSCI ENG, V3, P1
[6]  
Brauer F, 2010, Mathematical Models in Population Biology and Epidemiology
[7]   Disappearance of antibodies to SARS-associated coronavirus after recovery [J].
Cao, Wu-Chun ;
Liu, Wei ;
Zhang, Pan-He ;
Zhang, Fang ;
Richardus, Jan H. .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 357 (11) :1162-1163
[8]  
Casella F., 2020, CAN COVID 19 EPIDEMI
[9]  
Chinazzi M, 2020, SCIENCE, V368, P395, DOI [10.1126/science.aba9757, 10.1101/2020.02.09.20021261]
[10]  
Collins Francis, IMMUNE T CELLS MAY O