The influence of awareness on epidemic spreading on random networks. (7th February 2020)
- Record Type:
- Journal Article
- Title:
- The influence of awareness on epidemic spreading on random networks. (7th February 2020)
- Main Title:
- The influence of awareness on epidemic spreading on random networks
- Authors:
- Li, Meili
Wang, Manting
Xue, Shuyang
Ma, Junling - Abstract:
- Highlights: Awareness acquired during an epidemic does not affect the basic reproduction number. Awareness acquired from outbreaks circulated/circulating in other populations before the local epidemic reduces the basic reproduction number. Awareness can significantly reduce the epidemic final size. Breaking infectious edges causes a larger reduction than reducing the infection rate. The reduction in final size may not increase monotonically with awareness. The reduction in final size may not depend monotonically on the infection rate. Whether local or global awareness has a larger reduction on the final size depends on the network and the infection rate. Abstract: During an outbreak, the perceived infection risk of an individual affects his/her behavior during an epidemic to lower the risk. We incorporate the awareness of infection risk into the Volz-Miller SIR epidemic model, to study the effect of awareness on disease dynamics. We consider two levels of awareness, the local one represented by the prevalence among the contacts of an individual, and the global one represented by the prevalence in the population. We also consider two possible effects of awareness: reducing infection rate or breaking infectious edges. We use the next generation matrix method to obtain the basic reproduction number of our models, and show that awareness acquired during an epidemic does not affect the basic reproduction number. However, awareness acquired from outbreaks in other regions beforeHighlights: Awareness acquired during an epidemic does not affect the basic reproduction number. Awareness acquired from outbreaks circulated/circulating in other populations before the local epidemic reduces the basic reproduction number. Awareness can significantly reduce the epidemic final size. Breaking infectious edges causes a larger reduction than reducing the infection rate. The reduction in final size may not increase monotonically with awareness. The reduction in final size may not depend monotonically on the infection rate. Whether local or global awareness has a larger reduction on the final size depends on the network and the infection rate. Abstract: During an outbreak, the perceived infection risk of an individual affects his/her behavior during an epidemic to lower the risk. We incorporate the awareness of infection risk into the Volz-Miller SIR epidemic model, to study the effect of awareness on disease dynamics. We consider two levels of awareness, the local one represented by the prevalence among the contacts of an individual, and the global one represented by the prevalence in the population. We also consider two possible effects of awareness: reducing infection rate or breaking infectious edges. We use the next generation matrix method to obtain the basic reproduction number of our models, and show that awareness acquired during an epidemic does not affect the basic reproduction number. However, awareness acquired from outbreaks in other regions before the start of the local epidemic reduces the basic reproduction number. Awareness always reduces the final size of an epidemic. Breaking infectious edges causes a larger reduction than reducing the infection rate. If awareness reduces the infection rate, the reduction increases with both local and global awareness. However, if it breaks infectious edges, the reduction may not be monotonic. For the same awareness, the reduction may reach a maximum on some intermediate infection rates. Whether local or global awareness has a larger effect on reducing the final size depends on the network degree distribution and the infection rate. … (more)
- Is Part Of:
- Journal of theoretical biology. Volume 486(2020)
- Journal:
- Journal of theoretical biology
- Issue:
- Volume 486(2020)
- Issue Display:
- Volume 486, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 486
- Issue:
- 2020
- Issue Sort Value:
- 2020-0486-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-02-07
- Subjects:
- Awareness -- Contact network -- Disease dynamics -- Basic reproduction number -- Final epidemic size
Biology -- Periodicals
Biological Science Disciplines -- Periodicals
Biology -- Periodicals
Biologie -- Périodiques
Theoretische biologie
Biology
Periodicals
571.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00225193/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jtbi.2019.110090 ↗
- Languages:
- English
- ISSNs:
- 0022-5193
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5069.075000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 18003.xml