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      Quantifying the relationship between arboviral infection prevalence and human mobility patterns among participants of the Communities Organized to Prevent Arboviruses cohort (COPA) in southern Puerto Rico

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          Abstract

          Human movement is increasingly being recognized as a major driver of arbovirus risk and dissemination. The Communities Organized to Prevent Arboviruses (COPA) study is a cohort in southern Puerto Rico to measure arboviral prevalence, evaluate interventions, and collect mobility data. To quantify the relationship between arboviral prevalence and human mobility patterns, we fit multilevel logistic regression models to estimate odds ratios for mobility-related predictors of positive chikungunya IgG or Zika IgM test results collected from COPA, assuming mobility data does not change substantially from year to year. From May 8, 2018–June 8, 2019, 39% of the 1,845 active participants during the study period had a positive arboviral seroprevalence result. Most (74%) participants reported spending five or more weekly hours outside of their home. A 1% increase in weekly hours spent outside the home was associated with a 4% (95% confidence interval (CI): 2–7%) decrease in the odds of testing positive for arbovirus. After adjusting for age and whether a person had air conditioning (AC) at home, any time spent in a work location was protective against arbovirus infection (32% decrease, CI: 9–49%). In fact, there was a general decreased prevalence for individuals who visited locations that were inside and had AC or screens, regardless of the type of location (32% decrease, CI: 12–47%). In this population, the protective characteristics of locations visited appear to be the most important driver of the relationship between mobility and arboviral prevalence. This relationship indicates that not all mobility is the same, with elements like screens and AC providing protection in some locations. These findings highlight the general importance of AC and screens, which are known to be protective against mosquitoes and mosquito-transmitted diseases.

          Author summary

          We characterized the relationship between arboviral infection prevalence and human mobility patterns among 1,845 participants in the Communities Organized to Prevent Arboviruses (COPA) study in Ponce, Puerto Rico. Among participants, 39% had a positive arboviral seroprevalence result. The majority (74%) reported spending 5 or more weekly hours outside of their home of residence. In general, more time spent outside the home was associated with decreased arboviral infection prevalence in this population. Arboviral prevalence was associated with the types of locations participants visited regularly, and characteristics of those locations. Work and locations with air conditioning (AC) or screens were protective for arboviral prevalence. Different from other studies, in this population, the characteristics of locations visited appear to be the most important drivers of the relationship between mobility and arboviral prevalence. This relationship indicates that not all mobility is the same, with elements like screens and AC providing protection in some locations. Previous studies have shown that household AC and screens are important factors in determining arboviral risk; however, results from this study further highlight their importance in non-residential locations where people visit. These findings support the use of screens and AC in all locations in areas at risk for arbovirus transmission.

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          How Big is a Big Odds Ratio? Interpreting the Magnitudes of Odds Ratios in Epidemiological Studies

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            The current and future global distribution and population at risk of dengue

            Dengue is a mosquito-borne viral infection that has spread throughout the tropical world over the past 60 years and now affects over half the world’s population. The geographical range of dengue is expected to further expand due to ongoing global phenomena including climate change and urbanization. We applied statistical mapping techniques to the most extensive database of case locations to date to predict global environmental suitability for the virus as of 2015. We then made use of climate, population and socioeconomic projections for the years 2020, 2050 and 2080 to project future changes in virus suitability and human population at risk. This study is the first to consider the spread of Aedes mosquito vectors to project dengue suitability. Our projections provide a key missing piece of evidence for the changing global threat of vector-borne disease and will help decision-makers worldwide to better prepare for and respond to future changes in dengue risk.
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              The global burden of dengue: an analysis from the Global Burden of Disease Study 2013.

              Dengue is the most common arbovirus infection globally, but its burden is poorly quantified. We estimated dengue mortality, incidence, and burden for the Global Burden of Disease Study 2013.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Formal analysisRole: MethodologyRole: SoftwareRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: Project administrationRole: SupervisionRole: ValidationRole: Writing – original draftRole: Writing – review & editing
                Role: InvestigationRole: MethodologyRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: Writing – review & editing
                Role: ConceptualizationRole: InvestigationRole: MethodologyRole: Project administrationRole: SupervisionRole: ValidationRole: VisualizationRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Funding acquisitionRole: InvestigationRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: InvestigationRole: Project administrationRole: Writing – review & editing
                Role: ConceptualizationRole: InvestigationRole: MethodologyRole: Project administrationRole: SupervisionRole: ValidationRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS Negl Trop Dis
                PLoS Negl Trop Dis
                plos
                PLOS Neglected Tropical Diseases
                Public Library of Science (San Francisco, CA USA )
                1935-2727
                1935-2735
                15 December 2023
                December 2023
                : 17
                : 12
                : e0011840
                Affiliations
                [1 ] Dengue Branch, Division of Vector-borne Diseases, Centers for Disease Control and Prevention, San Juan, Puerto Rico
                [2 ] Global Immunization Division, Center for Global Health, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America
                [3 ] Ponce Health Sciences University/ Ponce Research Institute, Ponce, Puerto Rico
                Australian Red Cross Lifelood, AUSTRALIA
                Author notes

                The authors declare that no competing interests exist.

                Author information
                https://orcid.org/0000-0001-6952-0440
                Article
                PNTD-D-23-00481
                10.1371/journal.pntd.0011840
                10756524
                38100525
                92238ba7-a45f-4ad3-b5ba-eda3803b2b1d

                This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.

                History
                : 19 April 2023
                : 4 December 2023
                Page count
                Figures: 2, Tables: 4, Pages: 16
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/100000030, Centers for Disease Control and Prevention;
                Award ID: U01CK000437
                Funded by: funder-id http://dx.doi.org/10.13039/100000030, Centers for Disease Control and Prevention;
                Award ID: U01CK000580
                This study was funded by the Centers for Disease Control and Prevention, grant numbers U01CK000437/ U01CK000580. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
                Categories
                Research Article
                Medicine and Health Sciences
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                Infectious Diseases
                Viral Diseases
                Arboviral Infections
                Biology and Life Sciences
                Organisms
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                Arboviruses
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                Organisms
                Viruses
                RNA viruses
                Togaviruses
                Alphaviruses
                Chikungunya Virus
                Biology and Life Sciences
                Microbiology
                Medical Microbiology
                Microbial Pathogens
                Viral Pathogens
                Togaviruses
                Alphaviruses
                Chikungunya Virus
                Medicine and Health Sciences
                Pathology and Laboratory Medicine
                Pathogens
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                Viral Pathogens
                Togaviruses
                Alphaviruses
                Chikungunya Virus
                Biology and Life Sciences
                Organisms
                Viruses
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                Alphaviruses
                Chikungunya Virus
                Earth Sciences
                Geography
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                Human Mobility
                Social Sciences
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                Medicine and Health Sciences
                Epidemiology
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                People and Places
                Population Groupings
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                Medicine and Health Sciences
                Medical Conditions
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                Chikungunya Infection
                Medicine and Health Sciences
                Medical Conditions
                Infectious Diseases
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                Chikungunya Infection
                Biology and life sciences
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                RNA viruses
                Flaviviruses
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                Biology and Life Sciences
                Microbiology
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                Medicine and Health Sciences
                Pathology and Laboratory Medicine
                Pathogens
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                Dengue Virus
                Biology and Life Sciences
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                Dengue Virus
                Custom metadata
                vor-update-to-uncorrected-proof
                2023-12-29
                Data cannot be shared publicly because data cannot be deidentified at the granular level of analyses performed. Data are available from the CDC and PHSU study management team (contact: dengue@ 123456cdc.gov ) for researchers who meet the criteria for access to confidential data.

                Infectious disease & Microbiology
                Infectious disease & Microbiology

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