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Xu C, Kumar S, Yang M, Ghildayal N, Chandra C. From node to network: weaving a global perspective on efficacy and costs of non-pharmaceutical interventions. Sci Rep 2025; 15:2844. [PMID: 39843823 PMCID: PMC11754695 DOI: 10.1038/s41598-025-87566-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 01/20/2025] [Indexed: 01/24/2025] Open
Abstract
Non-pharmaceutical intervention (NPI) policies, ranging from mild measures to total isolation, were implemented worldwide during the COVID-19 pandemic. We adopt a systematic approach to guide policymakers in deploying NPI policies to mitigate the pandemic's effects while balancing their social and economic impacts. Our results show that each NPI has an optimal duration, beyond which its effectiveness plateaus. Stricter policies require longer durations, and when sustained for the optimal period, earlier implementation is more effective. However, when this duration is unattainable, timing becomes critical, as both early and late implementation reduce efficacy. Stringent policies with insufficient durations may perform worse than less restrictive measures applied over the same period, and an NPI policy aimed at minimizing overall healthcare burden under a fixed policy duration may significantly intensify peak-time strains. Finally, as the virus becomes more transmissible and less lethal, the effectiveness gap between stringent and less restrictive policies narrows, with targeted interventions for vulnerable groups outperforming universal strict measures.
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Affiliation(s)
- Chong Xu
- School of Engineering, University of St. Thomas, St. Paul, MN, USA
| | - Sameer Kumar
- Department of Operations and Supply Chain Management, Opus College of Business, University of St. Thomas, Minneapolis, MN, USA
| | - Muer Yang
- Department of Operations and Supply Chain Management, Opus College of Business, University of St. Thomas, Minneapolis, MN, USA
| | - Nidhi Ghildayal
- Department of Surgery, NYU Grossman School of Medicine and NYU Langone Health, NY, New York, USA
| | - Charu Chandra
- Information and Operations Management Department, University of Michigan - Dearborn, Dearborn, MI, USA.
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THIAM F, DIOUARA AAM, NDIAYE CSCA, DIOUF I, KEBE K, SENGHOR A, DJOUMOI D, MBAYE MN, DIOP I, SANE S, COUNDOUL S, TENE SD, DIOP M, DIENG AL, NDIAYE M, SALL SM, DIOUF M, NGUER CM. Serological survey in a university community after the fourth wave of COVID-19 in Senegal. PLoS One 2024; 19:e0298509. [PMID: 39570844 PMCID: PMC11581233 DOI: 10.1371/journal.pone.0298509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 10/22/2024] [Indexed: 11/24/2024] Open
Abstract
A cross-sectional survey was conducted at Polytechnic High School (PHS) to assess the spread of COVID-19 infection among students and staff. A random cluster sampling was conducted between May 19 and August 18, 2022, after the fourth wave of COVID-19 in Senegal. IgM and IgG SARS-CoV-2 antibodies were screened using WANTAI SARS-CoV-2 ELISA assays. Seroprevalence and descriptive statistics were calculated, and associations between seropositivity and different factors were determined using logistic regression. A total of 637 participants were recruited and the median age was 21 years [18-63]. 62.0% of the participants were female, and 36.89% were male, with a male-to-female ratio = 0.59. The overall IgG and IgM seroprevalence were 92% and 6.91% respectively. Among those who tested positive for IgM, 6.75% were also positive for IgG, and 0.15% were negative for IgG. Interestingly, 6.90% of participants tested negative for both IgM and IgG. We found a higher IgM seroprevalence in men than women (9.4% vs. 5.6%) and a lower IgM seroprevalence in (18-25) age group compared to (55-65) years. We revealed a significant difference according to IgG seroprevalence among participants who declared fatigue symptoms [92.06% (95% CI: 89.96-94.16)] compared to those who did not [80.39% (95% CI: 77.31-83.47)], p = 0.0027. IgM seropositivity was found to be associated with Body Mass Index (BMI) categories (O.R. 0.238, p = 0.043), ethnic group (O.R. 0.723, p = 0.046), and marital status (O.R. 2.399, p = 0.021). Additionally, IgG seropositivity was linked to vaccination status (O.R. 4.741, p < 0.001). Our study found that most students and staff at PHS were exposed to SARS-CoV-2, confirming the virus's circulation at the time of the survey. We also identified differences in individual susceptibility that need further clarification. Our results highlight the importance of seroepidemiological surveys to assess the true impact of the COVID-19 pandemic in a community and to monitor variations in antibody response.
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Affiliation(s)
- Fatou THIAM
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Abou Abdallah Malick DIOUARA
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Clemence Stephanie Chloe Anoumba NDIAYE
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Ibrahima DIOUF
- Laboratoire Physique de l’Atmosphère et de l’Océan-Siméon Fongang, École Superieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Khadim KEBE
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Assane SENGHOR
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Djibaba DJOUMOI
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Mame Ndew MBAYE
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Idy DIOP
- Laboratoire d’Imagerie Médicale et de Bio-Informatique, École Superieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Sarbanding SANE
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Seynabou COUNDOUL
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Sophie Deli TENE
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Mamadou DIOP
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Abdou Lahat DIENG
- Laboratoire Physique de l’Atmosphère et de l’Océan-Siméon Fongang, École Superieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Mamadou NDIAYE
- Laboratoire Mathématiques Appliquées et Informatique, Faculté des Sciences et Techniques, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Saidou Moustapha SALL
- Laboratoire Physique de l’Atmosphère et de l’Océan-Siméon Fongang, École Superieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Massamba DIOUF
- Laboratoire Sante Publique, Institut d’odontologie et de Stomatologie, Faculte de Medecine, de Pharmacie et d’Odonthologie, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
| | - Cheikh Momar NGUER
- Groupe de Recherche Biotechnologies Appliquées & Bioprocédés Environnementaux, École Supérieure Polytechnique, Université Cheikh Anta Diop de Dakar, Dakar, Senegal
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Cheong Q, Kazanjian A, Puyat JH. Easing anxiety symptoms through leisure activities during social isolation: Findings from nationally representative samples. PLoS One 2024; 19:e0303585. [PMID: 38857216 PMCID: PMC11164396 DOI: 10.1371/journal.pone.0303585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 04/17/2024] [Indexed: 06/12/2024] Open
Abstract
Public health interventions implemented during the COVID-19 pandemic may exacerbate anxiety symptoms for many. We conducted this study to better understand the role of leisure activity in promoting mental wellness during times of social isolation and reduced access to recreation facilities and mental health support services. We analyzed nationally representative survey data collected by Statistics Canada as part of the Canadian Perspectives Survey Series (CPSS) during May 4-10 (CPSS 2) and July 20 to 26, 2020 (CPSS 4). Data related to leisure activity and anxiety symptoms as measured by a score of more than 10 on the General Anxiety Disorder scale were examined using descriptive and log-binomial regression analyses. Survey sampling weights were applied in all analyses, and regression results were adjusted for sociodemographic characteristics. Exercise and communication with friends and loved ones were the most frequently reported leisure activity. Prevalence of moderate to severe anxiety symptoms reported by participants was lower in CPSS 4 compared to CPSS 2. Results of adjusted log-binomial regression analyses revealed lower prevalence of moderate to severe anxiety symptoms in those who engaged in exercise and communication, while those who meditated exhibited higher prevalence. In conclusion, leisure activities, such as exercise and communication with loved ones, can promote mental wellness. Future research should clarify the role of meditation for mental wellness promotion during periods of social isolation.
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Affiliation(s)
- Queena Cheong
- Department of Occupational Therapy, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Arminee Kazanjian
- School of Population & Public Health, The University of British Columbia, Vancouver, Canada
| | - Joseph H. Puyat
- School of Population & Public Health, The University of British Columbia, Vancouver, Canada
- Centre for Advancing Health Outcomes, Providence Health Care, British Columbia, Vancouver, Canada
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Epstein D, Pérez-Troncoso D, Ruiz-Adame M, Castañeda JA. Public Acceptance of Measures to Control Infectious Diseases Under Different Scenarios of Severity and Transmissibility. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2024; 27:562-569. [PMID: 38401797 DOI: 10.1016/j.jval.2024.01.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 01/05/2024] [Accepted: 01/15/2024] [Indexed: 02/26/2024]
Abstract
OBJECTIVES Public health measures to control future epidemic threats of contagious disease, such as new variants of COVID-19, may be usefully informed by evidence about how acceptable they are likely to be, and the circumstances that condition this acceptance. This study considers how the acceptability of nonpharmaceutical interventions (NPIs) might depend on scenarios about the severity and transmissibility of the disease. METHODS A telephone survey was conducted among a representative cross-sectional sample of the Spanish adult population. Each respondent was randomly assigned to 1 of 4 possible hypothetical scenarios about the severity and transmissibility of the disease. Participants' responses about the acceptability of 11 NPI under this scenario were analyzed using multivariate regression and latent class cluster analysis. RESULTS A high risk of severe disease increases the acceptability of mask wearing, social distancing outdoors, lockdown, and isolation of infected cases, close contacts, and the vulnerable. A scenario in which the disease is highly transmissible would increase the acceptability of NPI that restrict movement and isolation. Most respondents would broadly accept most NPI in situations when either the severity or transmissibility was high. CONCLUSIONS This study showed that people are more willing to accept NPIs such as mask wearing, social distancing outdoors, lockdown, and isolation in severe disease scenarios. A highly transmissible disease scenario increases the acceptability of NPIs that isolate. A majority would broadly accept NPIs to counter public health emergencies, whereas 3% to 9% of the population would always be strongly against.
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Affiliation(s)
- David Epstein
- Department of Applied Economics, University of Granada, Granada, Spain
| | | | - Manuel Ruiz-Adame
- Department of Applied Economics, University of Granada, Campus of Melilla, Melilla, Spain.
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Honda H, Takamatsu A, Miwa T, Tabuchi T, Nakamura H, Taniguchi K, Shibuya K, Tokuda Y. Association of Individual Behaviors With Infection Prevention Measures and COVID-19 Development: A Japanese Cross-Sectional Study. Asia Pac J Public Health 2024; 36:366-377. [PMID: 38600739 DOI: 10.1177/10105395241245496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
During the COVID-19 pandemic, people often modified their behaviors and performed individual infection control practices despite the uncertain effectiveness of these in preventing COVID-19. A cross-sectional study using a nationwide internet survey (Japan COVID-19 Society Internet Survey) was conducted from September 2022 through October 2022. The questionnaire consisted of individual-level social distancing behaviors and infection prevention measures, and COVID-19 vaccination status. A multivariate logistic regression was performed to determine factors associated with the diagnosis of COVID-19 in the last two months of the survey date. In total, 19,296 respondents were selected for the primary analysis. Of 19,296 respondents, those with COVID-19 diagnosed in the last two months were 1,909 (9.9%). Factors independently associated with a recent history of COVID-19 were meeting colleagues in person ≧ 1 per week (adjusted odds ratio [aOR] 1.72). The response of "never or rarely" to the question of taking out (i.e., dining in) foods was marginally associated with a recent history of COVID-19 (aOR 1.27). Most individual, infection prevention practices and behavioral modifications during the omicron variant phase of the pandemic did not substantially impact COVID-19 prevention in the community.
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Affiliation(s)
- Hitoshi Honda
- Department of Infectious Diseases, Fujita Health University School of Medicine, Aichi, Japan
| | - Akane Takamatsu
- Graduate School of Public Health, St. Luke's International University, Tokyo, Japan
| | - Toshiki Miwa
- Department of Infectious Diseases, The University of Tokyo Hospital, Tokyo, Japan
| | - Takahiro Tabuchi
- Cancer Control Center, Osaka International Cancer Institute, Osaka, Japan
- The Tokyo Foundation for Policy Research, Tokyo, Japan
| | - Haruyo Nakamura
- The Tokyo Foundation for Policy Research, Tokyo, Japan
- Japan International Cooperation Agency, Tokyo, Japan
| | - Kiyosu Taniguchi
- The Tokyo Foundation for Policy Research, Tokyo, Japan
- National Hospital Organization, Mie Medical Center, Mie, Japan
| | - Kenji Shibuya
- The Tokyo Foundation for Policy Research, Tokyo, Japan
| | - Yasuharu Tokuda
- The Tokyo Foundation for Policy Research, Tokyo, Japan
- Muribushi Okinawa Center for Teaching Hospitals, Okinawa, Japan
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Zhurinov MZ, Miftakhova AF, Keyer V, Shulgau ZT, Solodova EV, Kalykberdiyev MK, Abilmagzhanov AZ, Talgatov ET, Ait S, Shustov AV. Glycyrrhiza glabra L. Extracts and Other Therapeutics against SARS-CoV-2 in Central Eurasia: Available but Overlooked. Molecules 2023; 28:6142. [PMID: 37630394 PMCID: PMC10458004 DOI: 10.3390/molecules28166142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 08/07/2023] [Accepted: 08/12/2023] [Indexed: 08/27/2023] Open
Abstract
In Central Eurasia, the availability of drugs that are inhibitors of the SARS-CoV-2 virus and have proven clinical efficacy is still limited. The aim of this study was to evaluate the activity of drugs that were available in Kazakhstan during the acute phase of the epidemic against SARS-CoV-2. Antiviral activity is reported for Favipiravir, Tilorone, and Cridanimod, which are registered drugs used for the treatment of respiratory viral infections in Kazakhstan. A licorice (Glycyrrhiza glabra) extract was also incorporated into this study because it offered an opportunity to develop plant-derived antivirals. The Favipiravir drug, which had been advertised in local markets as an anti-COVID cure, showed no activity against SARS-CoV-2 in cell cultures. On the contrary, Cridanimod showed impressive high activity (median inhibitory concentration 66 μg/mL) against SARS-CoV-2, justifying further studies of Cridanimod in clinical trials. Tilorone, despite being in the same pharmacological group as Cridanimod, stimulated SARS-CoV-2 replication in cultures. The licorice extract inhibited SARS-CoV-2 replication in cultures, with a high median effective concentration of 16.86 mg/mL. Conclusions: The synthetic, low-molecular-weight compound Cridanimod suppresses SARS-CoV-2 replication at notably low concentrations, and this drug is not toxic to cells at therapeutic concentrations. In contrast to its role as an inducer of interferons, Cridanimod is active in cells that have a genetic defect in interferon production, suggesting a different mechanism of action. Cridanimod is an attractive drug for inclusion in clinical trials against SARS-CoV-2 and, presumably, other coronaviruses. The extract from licorice shows low activity against SARS-CoV-2. At the same time, high doses of 2 g/kg of this plant extract show little or no acute toxicity in animal studies; for this reason, licorice products can still be considered for further development as a safe, orally administered adjunctive therapy.
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Affiliation(s)
- Murat Zh. Zhurinov
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
| | - Alfira F. Miftakhova
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
- Faculty of Chemistry and Chemical Technology, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan
| | - Viktoriya Keyer
- Laboratory for Genetic Engineering, RSE “National Center for Biotechnology”, Astana 010000, Kazakhstan
| | - Zarina T. Shulgau
- Laboratory for Genetic Engineering, RSE “National Center for Biotechnology”, Astana 010000, Kazakhstan
| | - Elena V. Solodova
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
- Department of Biochemical Engineering, International Engineering Technological University, Almaty 050040, Kazakhstan
| | - Maxat K. Kalykberdiyev
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
| | - Arlan Z. Abilmagzhanov
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
| | - Eldar T. Talgatov
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
| | - Sauyk Ait
- “D.V. Sokolskiy Institute of Fuel, Catalysis and Electrochemistry” JSC, Almaty 050010, Kazakhstan
| | - Alexandr V. Shustov
- Laboratory for Genetic Engineering, RSE “National Center for Biotechnology”, Astana 010000, Kazakhstan
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Sen A, Baker JD, Zhang Q, Agarwal RR, Lam JP. Do more stringent policies reduce daily COVID-19 case counts? Evidence from Canadian provinces. ECONOMIC ANALYSIS AND POLICY 2023; 78:225-242. [PMID: 36941918 PMCID: PMC9993801 DOI: 10.1016/j.eap.2023.03.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 01/21/2023] [Accepted: 03/05/2023] [Indexed: 06/18/2023]
Abstract
The enactment of COVID-19 policies in Canada falls under provincial jurisdiction. This study exploits time-series variation across four Canadian provinces to evaluate the effects of stricter COVID-19 policies on daily case counts. Employing data from this time-period allows an evaluation of the efficacy of policies independent of vaccine impacts. While both OLS and IV results offer evidence that more stringent Non-Pharmaceutical Interventions (NPIs) can reduce daily case counts within a short time-period, IV estimates are larger in magnitude. Hence, studies that fail to control for simultaneity bias might produce confounded estimates of the efficacy of NPIs. However, IV estimates should be treated as correlations given the possibility of other unobserved determinants of COVID-19 spread and mismeasurement of daily cases. With respect to specific policies, mandatory mask usage in indoor spaces and restrictions on business operations are significantly associated with lower daily cases. We also test the efficacy of different forecasting models. Our results suggest that Gradient Boosted Regression Trees (GBRT) and Seasonal Autoregressive-Integrated Moving Average (SARIMA) models produce more accurate short-run forecasts relative to Vector Auto Regressive (VAR), and Susceptible-Infected-Removed (SIR) epidemiology models. Forecasts from SIR models are also inferior to results from basic OLS regressions. However, predictions from models that are unable to correct for endogeneity bias should be treated with caution.
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Affiliation(s)
- Anindya Sen
- Department of Economics, University of Waterloo, 200 University Avenue W., Waterloo, Ontario, Canada N2L 3G1
| | - John David Baker
- Department of Economics, University of Waterloo, 200 University Avenue W., Waterloo, Ontario, Canada N2L 3G1
| | - Qihuang Zhang
- Department of Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104-6021, United States of America
| | - Rishav Raj Agarwal
- David R. Cheriton School of Computer Science, University of Waterloo, Waterloo, Ontario, Canada N2L 3G1
| | - Jean-Paul Lam
- Department of Economics, University of Waterloo, 200 University Avenue W., Waterloo, Ontario, Canada N2L 3G1
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Michalska-Smith M, Enns EA, White LA, Gilbertson MLJ, Craft ME. The illusion of personal health decisions for infectious disease management: disease spread in social contact networks. ROYAL SOCIETY OPEN SCIENCE 2023; 10:221122. [PMID: 36998767 PMCID: PMC10049757 DOI: 10.1098/rsos.221122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 03/06/2023] [Indexed: 06/19/2023]
Abstract
Close contacts between individuals provide opportunities for the transmission of diseases, including COVID-19. While individuals take part in many different types of interactions, including those with classmates, co-workers and household members, it is the conglomeration of all of these interactions that produces the complex social contact network interconnecting individuals across the population. Thus, while an individual might decide their own risk tolerance in response to a threat of infection, the consequences of such decisions are rarely so confined, propagating far beyond any one person. We assess the effect of different population-level risk-tolerance regimes, population structure in the form of age and household-size distributions, and different interaction types on epidemic spread in plausible human contact networks to gain insight into how contact network structure affects pathogen spread through a population. In particular, we find that behavioural changes by vulnerable individuals in isolation are insufficient to reduce those individuals' infection risk and that population structure can have varied and counteracting effects on epidemic outcomes. The relative impact of each interaction type was contingent on assumptions underlying contact network construction, stressing the importance of empirical validation. Taken together, these results promote a nuanced understanding of disease spread on contact networks, with implications for public health strategies.
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Affiliation(s)
- Matthew Michalska-Smith
- Department of Ecology, Evolution and behavior, University of Minnesota, Minneapolis, MN, USA
- Department of Plant Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Eva A. Enns
- School of Public Health, University of Minnesota, Minneapolis, MN, USA
| | - Lauren A. White
- National Socio-Environmental Synthesis Center, University of Maryland, Annapolis, MD, USA
| | - Marie L. J. Gilbertson
- Department of Veterinary Population Medicine, University of Minnesota, Minneapolis, MN, USA
| | - Meggan E. Craft
- Department of Ecology, Evolution and behavior, University of Minnesota, Minneapolis, MN, USA
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Jo Y, Sung H. Impact of pre-pandemic travel mobility patterns on the spatial diffusion of COVID-19 in South Korea. JOURNAL OF TRANSPORT & HEALTH 2022; 26:101479. [PMID: 35875053 PMCID: PMC9289010 DOI: 10.1016/j.jth.2022.101479] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 06/10/2022] [Accepted: 07/11/2022] [Indexed: 05/11/2023]
Abstract
Introduction Physical mobility is critical for the spread of infectious diseases in humans. However, few studies have conducted empirical investigations on the impact of pre-pandemic travel mobility patterns on the diffusion of coronavirus disease 2019 (COVID-19). Therefore, this study examines its impact at the city-county level on the diffusion by the wave period during the two-year pandemic in South Korea. Methods This study first employs factor analysis by using the travel origin-destination data by travel mode at the county level as of 2019 to derive pre-pandemic travel mobility patterns. Next, the study identifies how they had affected the diffusion of COVID-19 over time by employing the negative binomial regression models on confirmed COVID-19 cases for each wave, including the entire pandemic period. Results The study derived five pre-pandemic mobility patterns: 1) rail-oriented mobility, 2) intra-county bus-oriented mobility, 3) road-oriented mobility, 4) high-speed rail-oriented mobility, and 5) inter-county bus-oriented mobility. Among them, the biggest risk to the diffusion of COVID-19 was the rail-oriented mobility before the pandemic if controlling such measures as accessibility, physical environment, and demographic and socioeconomic indicators. In addition, the order of the magnitudes for the impact of pre-pandemic travel mobility factors on its spatial diffusion had not changed during experiencing the three different wave periods during the two-year pandemic in South Korea. Conclusions The study concludes that the rail-oriented travel mobility pattern before the pandemic could pose the greatest threat factor to the spatial spread of COVID-19 at any scale and time. Policymakers should develop strategies to prevent the spatial spread of COVID-19 by reducing human mobility for daily living in areas with strong rail mobility patterns formed before the pandemic.
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Affiliation(s)
- Yun Jo
- Graduate School of Urban Studies, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul, 04763, South Korea
| | - Hyungun Sung
- Graduate School of Urban Studies, Hanyang University, 222, Wangsimni-ro, Seongdong-gu, Seoul, 04763, South Korea
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