Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh.
Background Several large outbreaks of chikungunya have been reported in the Indian Ocean region in the last decade. In 2017, an outbreak occurred in Dhaka, Bangladesh, one of the largest and densest megacities in the world. Population mobility and fluctuations in population density are important dri...
Published in: | PLOS Neglected Tropical Diseases |
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Main Authors: | , , , , , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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Public Library of Science (PLoS)
2021
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Online Access: | https://doi.org/10.1371/journal.pntd.0009106 https://doaj.org/article/b6110b010fd242fb9d3f977f2742d40e |
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author | Ayesha S Mahmud Md Iqbal Kabir Kenth Engø-Monsen Sania Tahmina Baizid Khoorshid Riaz Md Akram Hossain Fahmida Khanom Md Mujibor Rahman Md Khalilur Rahman Mehruba Sharmin Dewan Mashrur Hossain Shakila Yasmin Md Mokhtar Ahmed Mirza Afreen Fatima Lusha Caroline O Buckee |
author_facet | Ayesha S Mahmud Md Iqbal Kabir Kenth Engø-Monsen Sania Tahmina Baizid Khoorshid Riaz Md Akram Hossain Fahmida Khanom Md Mujibor Rahman Md Khalilur Rahman Mehruba Sharmin Dewan Mashrur Hossain Shakila Yasmin Md Mokhtar Ahmed Mirza Afreen Fatima Lusha Caroline O Buckee |
author_sort | Ayesha S Mahmud |
collection | Directory of Open Access Journals: DOAJ Articles |
container_issue | 2 |
container_start_page | e0009106 |
container_title | PLOS Neglected Tropical Diseases |
container_volume | 15 |
description | Background Several large outbreaks of chikungunya have been reported in the Indian Ocean region in the last decade. In 2017, an outbreak occurred in Dhaka, Bangladesh, one of the largest and densest megacities in the world. Population mobility and fluctuations in population density are important drivers of epidemics. Measuring population mobility during outbreaks is challenging but is a particularly important goal in the context of rapidly growing and highly connected cities in low- and middle-income countries, which can act to amplify and spread local epidemics nationally and internationally. Methods We first describe the epidemiology of the 2017 chikungunya outbreak in Dhaka and estimate incidence using a mechanistic model of chikungunya transmission parametrized with epidemiological data from a household survey. We combine the modeled dynamics of chikungunya in Dhaka, with mobility estimates derived from mobile phone data for over 4 million subscribers, to understand the role of population mobility on the spatial spread of chikungunya within and outside Dhaka during the 2017 outbreak. Results We estimate a much higher incidence of chikungunya in Dhaka than suggested by official case counts. Vector abundance, local demographics, and population mobility were associated with spatial heterogeneities in incidence in Dhaka. The peak of the outbreak in Dhaka coincided with the annual Eid holidays, during which large numbers of people traveled from Dhaka to other parts of the country. We show that travel during Eid likely resulted in the spread of the infection to the rest of the country. Conclusions Our results highlight the impact of large-scale population movements, for example during holidays, on the spread of infectious diseases. These dynamics are difficult to capture using traditional approaches, and we compare our results to a standard diffusion model, to highlight the value of real-time data from mobile phones for outbreak analysis, forecasting, and surveillance. |
format | Article in Journal/Newspaper |
genre | Arctic |
genre_facet | Arctic |
geographic | Arctic Indian |
geographic_facet | Arctic Indian |
id | ftdoajarticles:oai:doaj.org/article:b6110b010fd242fb9d3f977f2742d40e |
institution | Open Polar |
language | English |
op_collection_id | ftdoajarticles |
op_doi | https://doi.org/10.1371/journal.pntd.0009106 |
op_relation | https://doi.org/10.1371/journal.pntd.0009106 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0009106 https://doaj.org/article/b6110b010fd242fb9d3f977f2742d40e |
op_source | PLoS Neglected Tropical Diseases, Vol 15, Iss 2, p e0009106 (2021) |
publishDate | 2021 |
publisher | Public Library of Science (PLoS) |
record_format | openpolar |
spelling | ftdoajarticles:oai:doaj.org/article:b6110b010fd242fb9d3f977f2742d40e 2025-01-16T20:48:14+00:00 Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. Ayesha S Mahmud Md Iqbal Kabir Kenth Engø-Monsen Sania Tahmina Baizid Khoorshid Riaz Md Akram Hossain Fahmida Khanom Md Mujibor Rahman Md Khalilur Rahman Mehruba Sharmin Dewan Mashrur Hossain Shakila Yasmin Md Mokhtar Ahmed Mirza Afreen Fatima Lusha Caroline O Buckee 2021-02-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0009106 https://doaj.org/article/b6110b010fd242fb9d3f977f2742d40e EN eng Public Library of Science (PLoS) https://doi.org/10.1371/journal.pntd.0009106 https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0009106 https://doaj.org/article/b6110b010fd242fb9d3f977f2742d40e PLoS Neglected Tropical Diseases, Vol 15, Iss 2, p e0009106 (2021) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2021 ftdoajarticles https://doi.org/10.1371/journal.pntd.0009106 2022-12-31T04:36:31Z Background Several large outbreaks of chikungunya have been reported in the Indian Ocean region in the last decade. In 2017, an outbreak occurred in Dhaka, Bangladesh, one of the largest and densest megacities in the world. Population mobility and fluctuations in population density are important drivers of epidemics. Measuring population mobility during outbreaks is challenging but is a particularly important goal in the context of rapidly growing and highly connected cities in low- and middle-income countries, which can act to amplify and spread local epidemics nationally and internationally. Methods We first describe the epidemiology of the 2017 chikungunya outbreak in Dhaka and estimate incidence using a mechanistic model of chikungunya transmission parametrized with epidemiological data from a household survey. We combine the modeled dynamics of chikungunya in Dhaka, with mobility estimates derived from mobile phone data for over 4 million subscribers, to understand the role of population mobility on the spatial spread of chikungunya within and outside Dhaka during the 2017 outbreak. Results We estimate a much higher incidence of chikungunya in Dhaka than suggested by official case counts. Vector abundance, local demographics, and population mobility were associated with spatial heterogeneities in incidence in Dhaka. The peak of the outbreak in Dhaka coincided with the annual Eid holidays, during which large numbers of people traveled from Dhaka to other parts of the country. We show that travel during Eid likely resulted in the spread of the infection to the rest of the country. Conclusions Our results highlight the impact of large-scale population movements, for example during holidays, on the spread of infectious diseases. These dynamics are difficult to capture using traditional approaches, and we compare our results to a standard diffusion model, to highlight the value of real-time data from mobile phones for outbreak analysis, forecasting, and surveillance. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Indian PLOS Neglected Tropical Diseases 15 2 e0009106 |
spellingShingle | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 Ayesha S Mahmud Md Iqbal Kabir Kenth Engø-Monsen Sania Tahmina Baizid Khoorshid Riaz Md Akram Hossain Fahmida Khanom Md Mujibor Rahman Md Khalilur Rahman Mehruba Sharmin Dewan Mashrur Hossain Shakila Yasmin Md Mokhtar Ahmed Mirza Afreen Fatima Lusha Caroline O Buckee Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title | Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title_full | Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title_fullStr | Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title_full_unstemmed | Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title_short | Megacities as drivers of national outbreaks: The 2017 chikungunya outbreak in Dhaka, Bangladesh. |
title_sort | megacities as drivers of national outbreaks: the 2017 chikungunya outbreak in dhaka, bangladesh. |
topic | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
topic_facet | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
url | https://doi.org/10.1371/journal.pntd.0009106 https://doaj.org/article/b6110b010fd242fb9d3f977f2742d40e |