Climate-driven endemic cholera is modulated by human mobility in a megacity. (October 2017)
- Record Type:
- Journal Article
- Title:
- Climate-driven endemic cholera is modulated by human mobility in a megacity. (October 2017)
- Main Title:
- Climate-driven endemic cholera is modulated by human mobility in a megacity
- Authors:
- Perez-Saez, Javier
King, Aaron A.
Rinaldo, Andrea
Yunus, Mohammad
Faruque, Abu S.G.
Pascual, Mercedes - Abstract:
- Highlights: A model of cholera transmission in Dhaka which includes human mobility is proposed. Human mobility was inferred based on gridded estimates of on population density. Climatic forcing drives transmission inter-annual variability at the megacity scale. Cholera was found to spread from the densely populated city core to the rural periphery. Abstract: Although a differential sensitivity of cholera dynamics to climate variability has been reported in the spatially heterogeneous megacity of Dhaka, Bangladesh, the specific patterns of spread of the resulting risk within the city remain unclear. We build on an established probabilistic spatial model to investigate the importance and role of human mobility in modulating spatial cholera transmission. Mobility fluxes were inferred using a straightforward and generalizable methodology that relies on mapping population density based on a high resolution urban footprint product, and a parameter-free human mobility model. In accordance with previous findings, we highlight the higher sensitivity to the El Niño Southern Oscillation (ENSO) in the highly populated urban center than in the more rural periphery. More significantly, our results show that cholera risk is largely transmitted from the climate-sensitive core to the periphery of the city, with implications for the planning of control efforts. In addition, including human mobility improves the outbreak prediction performance of the model with an 11 month lead. The interplayHighlights: A model of cholera transmission in Dhaka which includes human mobility is proposed. Human mobility was inferred based on gridded estimates of on population density. Climatic forcing drives transmission inter-annual variability at the megacity scale. Cholera was found to spread from the densely populated city core to the rural periphery. Abstract: Although a differential sensitivity of cholera dynamics to climate variability has been reported in the spatially heterogeneous megacity of Dhaka, Bangladesh, the specific patterns of spread of the resulting risk within the city remain unclear. We build on an established probabilistic spatial model to investigate the importance and role of human mobility in modulating spatial cholera transmission. Mobility fluxes were inferred using a straightforward and generalizable methodology that relies on mapping population density based on a high resolution urban footprint product, and a parameter-free human mobility model. In accordance with previous findings, we highlight the higher sensitivity to the El Niño Southern Oscillation (ENSO) in the highly populated urban center than in the more rural periphery. More significantly, our results show that cholera risk is largely transmitted from the climate-sensitive core to the periphery of the city, with implications for the planning of control efforts. In addition, including human mobility improves the outbreak prediction performance of the model with an 11 month lead. The interplay between climatic and human mobility factors in cholera transmission is discussed from the perspective of the rapid growth of megacities across the developing world. … (more)
- Is Part Of:
- Advances in water resources. Volume 108(2017)
- Journal:
- Advances in water resources
- Issue:
- Volume 108(2017)
- Issue Display:
- Volume 108, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 108
- Issue:
- 2017
- Issue Sort Value:
- 2017-0108-2017-0000
- Page Start:
- 367
- Page End:
- 376
- Publication Date:
- 2017-10
- Subjects:
- Human mobility -- Endemic cholera -- El Niño
Hydrology -- Periodicals
Hydrodynamics -- Periodicals
Hydraulic engineering -- Periodicals
551.48 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03091708 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.advwatres.2016.11.013 ↗
- Languages:
- English
- ISSNs:
- 0309-1708
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0712.120000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 4723.xml