Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference

Seasonal influenza activity typically peaks in the winter months but plummeted globally during the current coronavirus disease 2019 (COVID-19) pandemic. Unraveling lessons from influenza’s unprecedented low profile is critical in informing preparedness for incoming influenza seasons. Here, we explor...

Full description

Bibliographic Details
Main Authors: Shasha Han, Ting Zhang, Yan Lyu, Shengjie Lai, Peixi Dai, Jiandong Zheng, Weizhong Yang, Xiao-Hua Zhou, Luzhao Feng
Format: Article
Language:English
Published: Elsevier 2023-02-01
Series:Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2095809922000546
_version_ 1827975229763223552
author Shasha Han
Ting Zhang
Yan Lyu
Shengjie Lai
Peixi Dai
Jiandong Zheng
Weizhong Yang
Xiao-Hua Zhou
Luzhao Feng
author_facet Shasha Han
Ting Zhang
Yan Lyu
Shengjie Lai
Peixi Dai
Jiandong Zheng
Weizhong Yang
Xiao-Hua Zhou
Luzhao Feng
author_sort Shasha Han
collection DOAJ
description Seasonal influenza activity typically peaks in the winter months but plummeted globally during the current coronavirus disease 2019 (COVID-19) pandemic. Unraveling lessons from influenza’s unprecedented low profile is critical in informing preparedness for incoming influenza seasons. Here, we explored a country-specific inference model to estimate the effects of mask-wearing, mobility changes (international and domestic), and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) interference in China, England, and the United States. We found that a one-week increase in mask-wearing intervention had a percent reduction of 11.3%–35.2% in influenza activity in these areas. The one-week mobility mitigation had smaller effects for the international (1.7%–6.5%) and the domestic community (1.6%–2.8%). In 2020–2021, the mask-wearing intervention alone could decline percent positivity by 13.3–19.8. The mobility change alone could reduce percent positivity by 5.2–14.0, of which 79.8%–98.2% were attributed to the deflected international travel. Only in 2019–2020, SARS-CoV-2 interference had statistically significant effects. There was a reduction in percent positivity of 7.6 (2.4–14.4) and 10.2 (7.2–13.6) in northern China and England, respectively. Our results have implications for understanding how influenza evolves under non-pharmaceutical interventions and other respiratory diseases and will inform health policy and the design of tailored public health measures.
first_indexed 2024-04-09T20:07:10Z
format Article
id doaj.art-037875a63c1543d7a3d8f4c7b515fc53
institution Directory Open Access Journal
issn 2095-8099
language English
last_indexed 2024-04-09T20:07:10Z
publishDate 2023-02-01
publisher Elsevier
record_format Article
series Engineering
spelling doaj.art-037875a63c1543d7a3d8f4c7b515fc532023-04-01T08:47:41ZengElsevierEngineering2095-80992023-02-0121195202Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 InterferenceShasha Han0Ting Zhang1Yan Lyu2Shengjie Lai3Peixi Dai4Jiandong Zheng5Weizhong Yang6Xiao-Hua Zhou7Luzhao Feng8Beijing International Center for Mathematical Research, Peking University, Beijing 100871, China; Harvard Medical School, Harvard University, Boston, MA 02115, USASchool of Population Medicine and Public Health, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, ChinaAcademy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, ChinaWorldPop, School of Geography and Environmental Science, University of Southampton, Southampton SO17 1BJ, UKDivision for Infectious Diseases, Chinese Center for Disease Control and Prevention, Beijing 102206, ChinaDepartment of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing 100871, ChinaSchool of Population Medicine and Public Health, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, ChinaBeijing International Center for Mathematical Research, Peking University, Beijing 100871, China; Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing 100871, China; National Engineering Laboratory of Big Data Analysis and Applied Technology, Peking University, Beijing 100871, China; Corresponding authors.School of Population Medicine and Public Health, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China; Corresponding authors.Seasonal influenza activity typically peaks in the winter months but plummeted globally during the current coronavirus disease 2019 (COVID-19) pandemic. Unraveling lessons from influenza’s unprecedented low profile is critical in informing preparedness for incoming influenza seasons. Here, we explored a country-specific inference model to estimate the effects of mask-wearing, mobility changes (international and domestic), and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) interference in China, England, and the United States. We found that a one-week increase in mask-wearing intervention had a percent reduction of 11.3%–35.2% in influenza activity in these areas. The one-week mobility mitigation had smaller effects for the international (1.7%–6.5%) and the domestic community (1.6%–2.8%). In 2020–2021, the mask-wearing intervention alone could decline percent positivity by 13.3–19.8. The mobility change alone could reduce percent positivity by 5.2–14.0, of which 79.8%–98.2% were attributed to the deflected international travel. Only in 2019–2020, SARS-CoV-2 interference had statistically significant effects. There was a reduction in percent positivity of 7.6 (2.4–14.4) and 10.2 (7.2–13.6) in northern China and England, respectively. Our results have implications for understanding how influenza evolves under non-pharmaceutical interventions and other respiratory diseases and will inform health policy and the design of tailored public health measures.http://www.sciencedirect.com/science/article/pii/S2095809922000546InfluenzaMask-wearingMobility mitigationSARS-CoV-2 interferenceNon-pharmaceutical interventions
spellingShingle Shasha Han
Ting Zhang
Yan Lyu
Shengjie Lai
Peixi Dai
Jiandong Zheng
Weizhong Yang
Xiao-Hua Zhou
Luzhao Feng
Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
Engineering
Influenza
Mask-wearing
Mobility mitigation
SARS-CoV-2 interference
Non-pharmaceutical interventions
title Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
title_full Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
title_fullStr Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
title_full_unstemmed Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
title_short Influenza’s Plummeting During the COVID-19 Pandemic: The Roles of Mask-Wearing, Mobility Change, and SARS-CoV-2 Interference
title_sort influenza s plummeting during the covid 19 pandemic the roles of mask wearing mobility change and sars cov 2 interference
topic Influenza
Mask-wearing
Mobility mitigation
SARS-CoV-2 interference
Non-pharmaceutical interventions
url http://www.sciencedirect.com/science/article/pii/S2095809922000546
work_keys_str_mv AT shashahan influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT tingzhang influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT yanlyu influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT shengjielai influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT peixidai influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT jiandongzheng influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT weizhongyang influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT xiaohuazhou influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference
AT luzhaofeng influenzasplummetingduringthecovid19pandemictherolesofmaskwearingmobilitychangeandsarscov2interference