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1.
Nat Commun ; 12(1): 1634, 2021 03 12.
Article in English | MEDLINE | ID: mdl-33712596

ABSTRACT

While general lockdowns have proven effective to control SARS-CoV-2 epidemics, they come with enormous costs for society. It is therefore essential to identify control strategies with lower social and economic impact. Here, we report and evaluate the control strategy implemented during a large SARS-CoV-2 epidemic in June-July 2020 in French Guiana that relied on curfews, targeted lockdowns, and other measures. We find that the combination of these interventions coincided with a reduction in the basic reproduction number of SARS-CoV-2 from 1.7 to 1.1, which was sufficient to avoid hospital saturation. We estimate that thanks to the young demographics, the risk of hospitalisation following infection was 0.3 times that of metropolitan France and that about 20% of the population was infected by July. Our model projections are consistent with a recent seroprevalence study. The study showcases how mathematical modelling can be used to support healthcare planning in a context of high uncertainty.


Subject(s)
COVID-19/prevention & control , COVID-19/transmission , Pandemics , Quarantine/methods , SARS-CoV-2 , Adolescent , Adult , Aged , Aged, 80 and over , Basic Reproduction Number/prevention & control , Basic Reproduction Number/statistics & numerical data , COVID-19/epidemiology , Child , Child, Preschool , Female , French Guiana/epidemiology , Hospitalization/statistics & numerical data , Hospitalization/trends , Humans , Infant , Infant, Newborn , Male , Middle Aged , Models, Statistical , Pandemics/prevention & control , Pandemics/statistics & numerical data , Quarantine/statistics & numerical data , Quarantine/trends , Young Adult
2.
Am J Epidemiol ; 188(7): 1389-1396, 2019 07 01.
Article in English | MEDLINE | ID: mdl-30995296

ABSTRACT

Since 2015, Zika virus (ZIKV) has caused large epidemics in the Americas. Households are natural targets for control interventions, but quantification of the contribution of household transmission to overall spread is needed to guide policy. We developed a modeling framework to evaluate this contribution and key epidemic features of the ZIKV epidemic in Martinique in 2015-2016 from the joint analysis of a household transmission study (n = 68 households), a study among symptomatic pregnant women (n = 281), and seroprevalence surveys of blood donors (n = 457). We estimated that the probability of mosquito-mediated within-household transmission (from an infected member to a susceptible one) was 21% (95% credible interval (CrI): 5, 51), and the overall probability of infection from outside the household (i.e., in the community) was 39% (95% CrI: 27, 50). Overall, 50% (95% CrI: 43, 58) of the population was infected, with 22% (95% CrI: 5, 46) of infections acquired in households and 40% (95% CrI: 23, 56) being asymptomatic. The probability of presenting with Zika-like symptoms due to another cause was 16% (95% CrI: 10, 23). This study characterized the contribution of household transmission in ZIKV epidemics, demonstrating the benefits of integrating multiple data sets to gain more insight into epidemic dynamics.


Subject(s)
Disease Outbreaks , Disease Transmission, Infectious , Family Characteristics , Zika Virus Infection/transmission , Aedes/virology , Animals , Female , Humans , Male , Martinique/epidemiology , Mosquito Vectors/virology , Pregnancy , Pregnancy Complications, Infectious/epidemiology , Risk Factors , Zika Virus Infection/epidemiology
3.
Am J Epidemiol ; 186(10): 1194-1203, 2017 Nov 15.
Article in English | MEDLINE | ID: mdl-28200111

ABSTRACT

The spread of Zika virus in the Americas has been associated with a surge in Guillain-Barré syndrome (GBS) cases. Given the severity of GBS, territories affected by Zika virus need to plan health-care resources to manage GBS patients. To inform such planning in Martinique, we analyzed Zika virus surveillance and GBS data from Martinique in real time with a modeling framework that captured dynamics of the Zika virus epidemic, the risk of GBS in Zika virus-infected persons, and the clinical management of GBS cases. We compared our estimates with those from the 2013-2014 Zika virus epidemic in French Polynesia. We were able to predict just a few weeks into the epidemic that, due to lower transmission potential and lower probability of developing GBS following infection in Martinique, the total number of GBS cases in Martinique would be substantially lower than suggested by simple extrapolations from French Polynesia. We correctly predicted that 8 intensive-care beds and 7 ventilators would be sufficient to treat GBS cases. This study showcased the contribution of modeling to inform local health-care planning during an outbreak. Timely studies that estimate the proportion of infected persons that seek care are needed to improve the predictive power of such approaches.


Subject(s)
Disease Outbreaks , Guillain-Barre Syndrome/epidemiology , Health Planning/organization & administration , Zika Virus Infection/epidemiology , Guillain-Barre Syndrome/etiology , Health Planning/methods , Humans , Martinique/epidemiology , Needs Assessment , Polynesia/epidemiology , Zika Virus Infection/complications
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