A Multiscale Model of COVID-19 Dynamics.
Between-host dynamics
COVID-19
Multiscale model
Within-host dynamics
Journal
Bulletin of mathematical biology
ISSN: 1522-9602
Titre abrégé: Bull Math Biol
Pays: United States
ID NLM: 0401404
Informations de publication
Date de publication:
09 08 2022
09 08 2022
Historique:
received:
21
07
2021
accepted:
12
07
2022
entrez:
9
8
2022
pubmed:
10
8
2022
medline:
12
8
2022
Statut:
epublish
Résumé
COVID-19, caused by the infection of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), has been a global pandemic and created unprecedented public health challenges throughout the world. Despite significant progresses in understanding the disease pathogenesis and progression, the epidemiological triad of pathogen, host, and environment remains unclear. In this paper, we develop a multiscale model to study the coupled within-host and between-host dynamics of COVID-19. The model includes multiple transmission routes (both human-to-human and environment-to-human) and connects multiple scales (both the population and individual levels). A detailed analysis on the local and global dynamics of the fast system, slow system and full system shows that rich dynamics, including both forward and backward bifurcations, emerge with the coupling of viral infection and epidemiological models. Model fitting to both virological and epidemiological data facilitates the evaluation of the influence of a few infection characteristics and antiviral treatment on the spread of the disease. Our work underlines the potential role that the environment can play in the transmission of COVID-19. Antiviral treatment of infected individuals can delay but cannot prevent the emergence of disease outbreaks. These results highlight the implementation of comprehensive intervention measures such as social distancing and wearing masks that aim to stop airborne transmission, combined with surface disinfection and hand hygiene that can prevent environmental transmission. The model also provides a multiscale modeling framework to study other infectious diseases when the environment can serve as a reservoir of pathogens.
Identifiants
pubmed: 35943625
doi: 10.1007/s11538-022-01058-8
pii: 10.1007/s11538-022-01058-8
pmc: PMC9360740
doi:
Substances chimiques
Antiviral Agents
0
Types de publication
Journal Article
Research Support, U.S. Gov't, Non-P.H.S.
Langues
eng
Sous-ensembles de citation
IM
Pagination
99Informations de copyright
© 2022. The Author(s), under exclusive licence to Society for Mathematical Biology.
Références
Lancet. 2021 May 1;397(10285):1603-1605
pubmed: 33865497
Infect Dis Model. 2020 Apr 28;5:323-337
pubmed: 32346664
Lancet Infect Dis. 2020 May;20(5):553-558
pubmed: 32171059
J Biol Dyn. 2018 Dec;12(1):51-88
pubmed: 29166833
Math Biosci. 2013 Jan;241(1):49-55
pubmed: 23041478
Nat Med. 2020 Apr;26(4):506-510
pubmed: 32284616
Lancet. 2020 Feb 15;395(10223):514-523
pubmed: 31986261
Arch Med Res. 2020 Jul;51(5):363-374
pubmed: 32409144
Bull Math Biol. 2022 Jan 24;84(3):32
pubmed: 35067773
Emerg Infect Dis. 2020 Jul;26(7):1470-1477
pubmed: 32255761
Lancet Gastroenterol Hepatol. 2020 Apr;5(4):335-337
pubmed: 32087098
Epidemiol Health. 2020;42:e2020007
pubmed: 32035431
J Theor Biol. 2002 Oct 7;218(3):289-308
pubmed: 12381431
J Theor Biol. 2014 Nov 21;361:141-51
pubmed: 25093825
Math Biosci. 2015 Dec;270(Pt B):204-12
pubmed: 25749184
N Engl J Med. 2020 Feb 20;382(8):727-733
pubmed: 31978945
Viruses. 2012 Nov 12;4(11):3044-68
pubmed: 23202515
Lancet Glob Health. 2020 Apr;8(4):e488-e496
pubmed: 32119825
Emerg Infect Dis. 2021;27(3):767-778
pubmed: 33622460
Annu Rev Control. 2020;50:448-456
pubmed: 33020692
J Med Virol. 2020 Jun;92(6):680-682
pubmed: 32124995
Lancet Infect Dis. 2020 Jun;20(6):656-657
pubmed: 32199493
PeerJ. 2017 Sep 28;5:e3877
pubmed: 28970973
Math Biosci Eng. 2021 Jan 4;18(1):950-967
pubmed: 33525127
Proc Natl Acad Sci U S A. 2020 Jun 30;117(26):14857-14863
pubmed: 32527856
Infect Dis Poverty. 2020 Sep 16;9(1):130
pubmed: 32938502
Science. 2020 May 1;368(6490):489-493
pubmed: 32179701
Sci Adv. 2020 Nov 20;6(47):
pubmed: 33097472
Math Biosci. 2020 Nov;329:108452
pubmed: 32818515
Lancet. 2020 Feb 29;395(10225):689-697
pubmed: 32014114
J Med Virol. 2020 May;92(5):476-478
pubmed: 32056235
Math Biosci. 2020 Aug;326:108391
pubmed: 32497623
PeerJ. 2019 Jun 19;7:e7057
pubmed: 31249734
Infect Control Hosp Epidemiol. 2020 May;41(5):594-596
pubmed: 32183920
Math Biosci. 2002 Nov-Dec;180:29-48
pubmed: 12387915
Math Biosci. 2020 Oct;328:108438
pubmed: 32771304
Infect Dis Poverty. 2020 Feb 28;9(1):24
pubmed: 32111262
J Theor Biol. 2018 Jun 7;446:79-86
pubmed: 29522728
Nat Med. 2020 May;26(5):672-675
pubmed: 32296168
CPT Pharmacometrics Syst Pharmacol. 2020 Sep;9(9):509-514
pubmed: 32558354
Math Biosci Eng. 2020 Mar 11;17(3):2708-2724
pubmed: 32233562
Lancet Infect Dis. 2020 May;20(5):565-574
pubmed: 32213337
Math Biosci Eng. 2020 Mar 16;17(4):2792-2804
pubmed: 32987496
JAMA. 2020 May 12;323(18):1824-1836
pubmed: 32282022
N Engl J Med. 2020 Apr 16;382(16):1564-1567
pubmed: 32182409
Bull Math Biol. 2016 Sep;78(9):1796-1827
pubmed: 27651156
Nat Med. 2020 Jun;26(6):849-854
pubmed: 32382154
Math Biosci. 2020 Aug;326:108405
pubmed: 32565231
Math Biosci. 2011 Aug;232(2):110-5
pubmed: 21619886
J Clin Med. 2020 Feb 07;9(2):
pubmed: 32046137
Lancet Infect Dis. 2009 May;9(5):291-300
pubmed: 19393959