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Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai
The coronavirus disease 2019 (COVID-19) pandemic and the measures taken by authorities to control its spread have altered human behavior and mobility patterns in an unprecedented way. However, it remains unclear whether the population response to a COVID-19 outbreak varies within a city or among dem...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589641/ https://www.ncbi.nlm.nih.gov/pubmed/37824525 http://dx.doi.org/10.1073/pnas.2306710120 |
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author | Zhang, Juanjuan Tan, Suoyi Peng, Cheng Xu, Xiangyanyu Wang, Mengning Lu, Wanying Wu, Yanpeng Sai, Bin Cai, Mengsi Kummer, Allisandra G. Chen, Zhiyuan Zou, Junyi Li, Wenxin Zheng, Wen Liang, Yuxia Zhao, Yuchen Vespignani, Alessandro Ajelli, Marco Lu, Xin Yu, Hongjie |
author_facet | Zhang, Juanjuan Tan, Suoyi Peng, Cheng Xu, Xiangyanyu Wang, Mengning Lu, Wanying Wu, Yanpeng Sai, Bin Cai, Mengsi Kummer, Allisandra G. Chen, Zhiyuan Zou, Junyi Li, Wenxin Zheng, Wen Liang, Yuxia Zhao, Yuchen Vespignani, Alessandro Ajelli, Marco Lu, Xin Yu, Hongjie |
author_sort | Zhang, Juanjuan |
collection | PubMed |
description | The coronavirus disease 2019 (COVID-19) pandemic and the measures taken by authorities to control its spread have altered human behavior and mobility patterns in an unprecedented way. However, it remains unclear whether the population response to a COVID-19 outbreak varies within a city or among demographic groups. Here, we utilized passively recorded cellular signaling data at a spatial resolution of 1 km × 1 km for over 5 million users and epidemiological surveillance data collected during the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron BA.2 outbreak from February to June 2022 in Shanghai, China, to investigate the heterogeneous response of different segments of the population at the within-city level and examine its relationship with the actual risk of infection. Changes in behavior were spatially heterogenous within the city and population groups and associated with both the infection incidence and adopted interventions. We also found that males and individuals aged 30 to 59 y old traveled more frequently, traveled longer distances, and their communities were more connected; the same groups were also associated with the highest SARS-CoV-2 incidence. Our results highlight the heterogeneous behavioral change of the Shanghai population to the SARS-CoV-2 Omicron BA.2 outbreak and the effect of heterogenous behavior on the spread of COVID-19, both spatially and demographically. These findings could be instrumental for the design of targeted interventions for the control and mitigation of future outbreaks of COVID-19, and, more broadly, of respiratory pathogens. |
format | Online Article Text |
id | pubmed-10589641 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-105896412023-10-22 Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai Zhang, Juanjuan Tan, Suoyi Peng, Cheng Xu, Xiangyanyu Wang, Mengning Lu, Wanying Wu, Yanpeng Sai, Bin Cai, Mengsi Kummer, Allisandra G. Chen, Zhiyuan Zou, Junyi Li, Wenxin Zheng, Wen Liang, Yuxia Zhao, Yuchen Vespignani, Alessandro Ajelli, Marco Lu, Xin Yu, Hongjie Proc Natl Acad Sci U S A Physical Sciences The coronavirus disease 2019 (COVID-19) pandemic and the measures taken by authorities to control its spread have altered human behavior and mobility patterns in an unprecedented way. However, it remains unclear whether the population response to a COVID-19 outbreak varies within a city or among demographic groups. Here, we utilized passively recorded cellular signaling data at a spatial resolution of 1 km × 1 km for over 5 million users and epidemiological surveillance data collected during the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron BA.2 outbreak from February to June 2022 in Shanghai, China, to investigate the heterogeneous response of different segments of the population at the within-city level and examine its relationship with the actual risk of infection. Changes in behavior were spatially heterogenous within the city and population groups and associated with both the infection incidence and adopted interventions. We also found that males and individuals aged 30 to 59 y old traveled more frequently, traveled longer distances, and their communities were more connected; the same groups were also associated with the highest SARS-CoV-2 incidence. Our results highlight the heterogeneous behavioral change of the Shanghai population to the SARS-CoV-2 Omicron BA.2 outbreak and the effect of heterogenous behavior on the spread of COVID-19, both spatially and demographically. These findings could be instrumental for the design of targeted interventions for the control and mitigation of future outbreaks of COVID-19, and, more broadly, of respiratory pathogens. National Academy of Sciences 2023-10-12 2023-10-17 /pmc/articles/PMC10589641/ /pubmed/37824525 http://dx.doi.org/10.1073/pnas.2306710120 Text en Copyright © 2023 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Physical Sciences Zhang, Juanjuan Tan, Suoyi Peng, Cheng Xu, Xiangyanyu Wang, Mengning Lu, Wanying Wu, Yanpeng Sai, Bin Cai, Mengsi Kummer, Allisandra G. Chen, Zhiyuan Zou, Junyi Li, Wenxin Zheng, Wen Liang, Yuxia Zhao, Yuchen Vespignani, Alessandro Ajelli, Marco Lu, Xin Yu, Hongjie Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title | Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title_full | Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title_fullStr | Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title_full_unstemmed | Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title_short | Heterogeneous changes in mobility in response to the SARS-CoV-2 Omicron BA.2 outbreak in Shanghai |
title_sort | heterogeneous changes in mobility in response to the sars-cov-2 omicron ba.2 outbreak in shanghai |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10589641/ https://www.ncbi.nlm.nih.gov/pubmed/37824525 http://dx.doi.org/10.1073/pnas.2306710120 |
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