Literature DB >> 33566839

Adaptive social contact rates induce complex dynamics during epidemics.

Ronan F Arthur1, James H Jones2, Matthew H Bonds3, Yoav Ram4,5,6, Marcus W Feldman7.   

Abstract

Epidemics may pose a significant dilemma for governments and individuals. The personal or public health consequences of inaction may be catastrophic; but the economic consequences of drastic response may likewise be catastrophic. In the face of these trade-offs, governments and individuals must therefore strike a balance between the economic and personal health costs of reducing social contacts and the public health costs of neglecting to do so. As risk of infection increases, potentially infectious contact between people is deliberately reduced either individually or by decree. This must be balanced against the social and economic costs of having fewer people in contact, and therefore active in the labor force or enrolled in school. Although the importance of adaptive social contact on epidemic outcomes has become increasingly recognized, the most important properties of coupled human-natural epidemic systems are still not well understood. We develop a theoretical model for adaptive, optimal control of the effective social contact rate using traditional epidemic modeling tools and a utility function with delayed information. This utility function trades off the population-wide contact rate with the expected cost and risk of increasing infections. Our analytical and computational analysis of this simple discrete-time deterministic strategic model reveals the existence of an endemic equilibrium, oscillatory dynamics around this equilibrium under some parametric conditions, and complex dynamic regimes that shift under small parameter perturbations. These results support the supposition that infectious disease dynamics under adaptive behavior change may have an indifference point, may produce oscillatory dynamics without other forcing, and constitute complex adaptive systems with associated dynamics. Implications for any epidemic in which adaptive behavior influences infectious disease dynamics include an expectation of fluctuations, for a considerable time, around a quasi-equilibrium that balances public health and economic priorities, that shows multiple peaks and surges in some scenarios, and that implies a high degree of uncertainty in mathematical projections.

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Year:  2021        PMID: 33566839      PMCID: PMC7875423          DOI: 10.1371/journal.pcbi.1008639

Source DB:  PubMed          Journal:  PLoS Comput Biol        ISSN: 1553-734X            Impact factor:   4.475


  29 in total

1.  A general approach for population games with application to vaccination.

Authors:  Timothy C Reluga; Alison P Galvani
Journal:  Math Biosci       Date:  2011-01-28       Impact factor: 2.144

2.  Adaptive human behavior in epidemiological models.

Authors:  Eli P Fenichel; Carlos Castillo-Chavez; M G Ceddia; Gerardo Chowell; Paula A Gonzalez Parra; Graham J Hickling; Garth Holloway; Richard Horan; Benjamin Morin; Charles Perrings; Michael Springborn; Leticia Velazquez; Cristina Villalobos
Journal:  Proc Natl Acad Sci U S A       Date:  2011-03-28       Impact factor: 11.205

3.  Diagnostic Testing for the Novel Coronavirus.

Authors:  Joshua M Sharfstein; Scott J Becker; Michelle M Mello
Journal:  JAMA       Date:  2020-04-21       Impact factor: 56.272

Review 4.  Contact structure, mobility, environmental impact and behaviour: the importance of social forces to infectious disease dynamics and disease ecology.

Authors:  Ronan F Arthur; Emily S Gurley; Henrik Salje; Laura S P Bloomfield; James H Jones
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2017-05-05       Impact factor: 6.237

5.  Global stability for the SEIR model in epidemiology.

Authors:  M Y Li; J S Muldowney
Journal:  Math Biosci       Date:  1995-02       Impact factor: 2.144

6.  Game theory of social distancing in response to an epidemic.

Authors:  Timothy C Reluga
Journal:  PLoS Comput Biol       Date:  2010-05-27       Impact factor: 4.475

7.  Merging economics and epidemiology to improve the prediction and management of infectious disease.

Authors:  Charles Perrings; Carlos Castillo-Chavez; Gerardo Chowell; Peter Daszak; Eli P Fenichel; David Finnoff; Richard D Horan; A Marm Kilpatrick; Ann P Kinzig; Nicolai V Kuminoff; Simon Levin; Benjamin Morin; Katherine F Smith; Michael Springborn
Journal:  Ecohealth       Date:  2014-09-19       Impact factor: 3.184

8.  Impact of delays on effectiveness of contact tracing strategies for COVID-19: a modelling study.

Authors:  Mirjam E Kretzschmar; Ganna Rozhnova; Martin C J Bootsma; Michiel van Boven; Janneke H H M van de Wijgert; Marc J M Bonten
Journal:  Lancet Public Health       Date:  2020-07-16

9.  Coupled contagion dynamics of fear and disease: mathematical and computational explorations.

Authors:  Joshua M Epstein; Jon Parker; Derek Cummings; Ross A Hammond
Journal:  PLoS One       Date:  2008-12-16       Impact factor: 3.240

10.  Epidemic cycles driven by host behaviour.

Authors:  Benjamin M Althouse; Laurent Hébert-Dufresne
Journal:  J R Soc Interface       Date:  2014-10-06       Impact factor: 4.118

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  8 in total

1.  Challenges in evaluating risks and policy options around endemic establishment or elimination of novel pathogens.

Authors:  C Jessica E Metcalf; Soa Fy Andriamandimby; Rachel E Baker; Emma E Glennon; Katie Hampson; T Deirdre Hollingsworth; Petra Klepac; Amy Wesolowski
Journal:  Epidemics       Date:  2021-11-17       Impact factor: 4.396

2.  Stochastic social behavior coupled to COVID-19 dynamics leads to waves, plateaus, and an endemic state.

Authors:  Alexei V Tkachenko; Sergei Maslov; Tong Wang; Ahmed Elbana; George N Wong; Nigel Goldenfeld
Journal:  Elife       Date:  2021-11-08       Impact factor: 8.713

3.  Inferring the effective start dates of non-pharmaceutical interventions during COVID-19 outbreaks.

Authors:  Ilia Kohanovski; Uri Obolski; Yoav Ram
Journal:  Int J Infect Dis       Date:  2022-01-02       Impact factor: 12.074

4.  Community trust of government and non-governmental organizations during the 2014-16 Ebola epidemic in Liberia.

Authors:  Ronan F Arthur; Lily M Horng; Fatorma K Bolay; Amos Tandanpolie; John R Gilstad; Lucy K Tantum; Stephen P Luby
Journal:  PLoS Negl Trop Dis       Date:  2022-01-27

5.  Modeling the evolution of SARS-CoV-2 under non-pharmaceutical interventions and testing.

Authors:  Yael Gurevich; Yoav Ram; Lilach Hadany
Journal:  Evol Med Public Health       Date:  2022-04-18

6.  Socio-demographic and health factors drive the epidemic progression and should guide vaccination strategies for best COVID-19 containment.

Authors:  Rene Markovič; Marko Šterk; Marko Marhl; Matjaž Perc; Marko Gosak
Journal:  Results Phys       Date:  2021-06-08       Impact factor: 4.476

Review 7.  Foundations of complexity economics.

Authors:  W Brian Arthur
Journal:  Nat Rev Phys       Date:  2021-01-29

8.  Transient disease dynamics across ecological scales.

Authors:  Yun Tao; Jessica L Hite; Kevin D Lafferty; David J D Earn; Nita Bharti
Journal:  Theor Ecol       Date:  2021-05-27       Impact factor: 1.432

  8 in total

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