Monitoring and understanding household clustering of SARS-CoV-2 cases using surveillance data in Fulton County, Georgia
Liu, C. Y.; Smith, S.; Chamberlain, A.; Gandhi, N. R.; Khan, F.; Williams, S.; Shah, S.
Show abstract
BackgroundHouseholds are important for SARS-CoV-2 transmission due to high intensity exposure in enclosed living spaces over prolonged durations. Using contact tracing, the secondary attack rate in households is estimated at 18-20%, yet no studies have examined COVID-19 clustering within households to inform testing and prevention strategies. We sought to quantify and characterize household clustering of COVID-19 cases in Fulton County, Georgia and further explore age-specific patterns in household clusters. MethodsWe used state surveillance data to identify all PCR- or antigen-confirmed cases of COVID-19 in Fulton County, Georgia. Household clustered cases were defined as cases with matching residential address with positive sample collection dates within 28 days of one another. We described proportion of COVID-19 cases that were clustered, stratified by age and over time and explored trends in age of first diagnosed case within clusters and age patterns between first diagnosed case and subsequent household cases. ResultsBetween 6/1/20-10/31/21, there were 106,233 COVID-19 cases with available address reported in Fulton County. Of these, 31,449 (37%) were from 12,955 household clusters. Children were more likely to be in household clusters than any other age group and children increasingly accounted for the first diagnosed household case, rising from 11% in February 2021 to a high of 31% in August 2021. Bubble plot density of age of first diagnosed case and subsequent household cases mirror age-specific patterns in household social mixing. DiscussionOne-third of COVID-19 cases in Fulton County were part of a household cluster. High proportion of children in household clusters reflects higher probability of living in larger homes with caregivers or other children. Increasing probability of children as the first diagnosed case coincide with temporal trends in vaccine roll-out among the elderly in March 2021 and the return to in-person schooling for the Fall 2021 semester. While vaccination remains the most effective intervention at reducing household clustering, other household-level interventions should also be emphasized such as timely testing for household members to prevent ongoing transmission.
Matching journals
The top 9 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Estimating the Burden of Influenza on Daily Activity at Population Scale Using Commercial Wearable Sensors 92%
- Rapid CRISPR-based surveillance of SARS-CoV-2 in asymptomatic college students captures the leading edge of a community-wide outbreak 92%
- Stay-at-Home Orders, African American Population, Poverty and State-level Covid-19 Infections: Are there associations? 92%
Similar papers in this journal
- Structural racism and COVID-19 response: Higher risk of exposure drives disparate COVID-19 deaths among Black and Hispanic/Latinx residents of Illinois, USA 95%
- Model-based estimates of age-structured SARS-CoV-2 epidemiology in households 92%
- Time trends in social contacts before and during the COVID-19 pandemic: the CONNECT study 92%
Similar papers in this journal
- Household factors and the risk of severe COVID-like illness early in the US pandemic 94%
- Development of at-home sample collection logistics for large scale SARS-CoV-2 seroprevalence studies 94%
- Key performance indicators of COVID-19 contact tracing in Belgium from September 2020 to December 2021 93%
Similar papers in this journal
- Pediatric household transmission of SARS-CoV-2 infection 93%
- Clinical features and burden of post-acute sequelae of SARS-CoV-2 infection in children and adolescents: an exploratory EHR-based cohort study from the RECOVER program 90%
- Asymptomatic COVID-19 screening tests to facilitate full-time school attendance: model-based analysis of cost and impact 90%
Similar papers in this journal
- Individual’s daily behaviour and intergenerational mixing in different social contexts of Kenya 93%
- Seroincidence of SARS-CoV-2 infection prior to and during the rollout of vaccines in a community-based prospective cohort of U.S. adults 93%
- How well does societal mobility restriction help control the COVID-19 pandemic? Evidence from real-time evaluation 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.