Alicia Kraay

Alicia Kraay

Institute for Disease Modeling, Bill & Melinda Gates Foundation, Seattle, Washington, USA

Research Focus & Metrics

Academic Career Length

9Years (2018-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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29 October 2018 in BMC Infectious Diseases
Verified
Journal Article
Open access
PDF file
Alicia KraayAlicia Kraay
Alicia Kraay
MHMichael A.L. Hayashi
Michael A.L. Hayashi
NHNancy Hernandez-Ceron
Nancy Hernandez-Ceron
ISIan H. Spicknall
Ian H. Spicknall
MEMarisa C. Eisenberg
Marisa C. Eisenberg
JEJoseph Eisenberg
Joseph Eisenberg
Fomite mediated transmission can be an important pathway causing significant disease transmission in number of settings such as schools, daycare centers, and long-term care facilities. The importance of these pathways relative to other transmission pathways such as direct person-person or airborne will depend on the characteristics of the particular pathogen and the venue in which transmission occurs. Here we analyze fomite mediated transmission through a comparative analysis across multiple pathogens and venues. We developed and analyzed a compartmental model that explicitly accounts for fomite transmission by including pathogen transfer between hands and surfaces. We consider two sub-types of fomite-mediated transmission: direct fomite (e.g., shedding onto fomites) and hand-fomite (e.g., shedding onto hands and then contacting fomites). We use this model to examine three pathogens with distinct environmental characteristics (influenza, rhinovirus, and norovirus) in four venue types. To parameterize the model for each pathogen we conducted a thorough literature search. Based on parameter estimates from the literature the reproductive number ( $\mathcal {R}_{0}$ ) for the fomite route for rhinovirus and norovirus is greater than 1 in nearly all venues considered, suggesting that this route can sustain transmission. For influenza, on the other hand, $\mathcal {R}_{0}$ for the fomite route is smaller suggesting many conditions in which the pathway may not sustain transmission. Additionally, the direct fomite route is more relevant than the hand-fomite route for influenza and rhinovirus, compared to norovirus. The relative importance of the hand-fomite vs. direct fomite route for norovirus is strongly dependent on the fraction of pathogens initially shed to hands. Sensitivity analysis stresses the need for accurate measurements of environmental inactivation rates, transfer efficiencies, and pathogen shedding. Fomite-mediated transmission is an important pathway for the three pathogens examined. The effectiveness of environmental interventions differs significantly both by pathogen and venue. While fomite-based interventions may be able to lower $\mathcal {R}_{0}$ for fomites below 1 and interrupt transmission, rhinovirus and norovirus are so infectious ( $\mathcal {R}_{0}>>1$ ) that single environmental interventions are unlikely to interrupt fomite transmission for these pathogens.

19 February 2021 in The Journal of Infectious Diseases
Verified
Journal Article
Open access
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Alicia KraayAlicia Kraay
Alicia Kraay
PHPeichun Han
Peichun Han
AKAnita K Kambhampati
Anita K Kambhampati
MWMary E Wikswo
Mary E Wikswo
SMSara A Mirza
Sara A Mirza
BLBenjamin A Lopman
Benjamin A Lopman
In April 2020, the incidence of norovirus outbreaks reported to the National Outbreak Reporting System dramatically declined. We used regression models to determine if this decline was best explained by underreporting, seasonal trends, or reduced exposure due to nonpharmaceutical interventions (NPIs) implemented for severe acute respiratory syndrome coronavirus 2 using data from 9 states from July 2012 to July 2020. The decline in norovirus outbreaks was significant for all 9 states, and underreporting and/or seasonality are unlikely to be the primary explanation for these findings. These patterns were similar across a variety of settings. NPIs appear to have reduced incidence of norovirus, a nonrespiratory pathogen.

8 June 2023 in PLOS Neglected Tropical Diseases
Verified
Journal Article
Open access
PDF file
OMOlivia Man
Olivia Man
Alicia KraayAlicia Kraay
Alicia Kraay
RTRuth Thomas
Ruth Thomas
JTJames Trostle
James Trostle
GLGwenyth O. Lee
Gwenyth O. Lee
JEJoseph Eisenberg
Joseph Eisenberg
Dengue has historically been considered an urban disease associated with dense human populations and the built environment. Recently, studies suggest increasing dengue virus (DENV) transmission in rural populations. It is unclear whether these reports reflect recent spread into rural areas or ongoing transmission that was previously unnoticed, and what mechanisms are driving this rural transmission. We conducted a systematic review to synthesize research on dengue in rural areas and apply this knowledge to summarize aspects of rurality used in current epidemiological studies of DENV transmission given changing and mixed environments. We described how authors defined rurality and how they defined mechanisms for rural dengue transmission. We systematically searched PubMed, Web of Science, and Embase for articles evaluating dengue prevalence or cumulative incidence in rural areas. A total of 106 articles published between 1958 and 2021 met our inclusion criteria. Overall, 56% (n= 22) of the 48 estimates that compared urban and rural settings reported rural dengue incidence as being as high or higher than in urban locations. In some rural areas, the force of infection appears to be increasing over time, as measured by increasing seroprevalence in children and thus likely decreasing age of first infection, suggesting that rural dengue transmission may be a relatively recent phenomenon. Authors characterized rural locations by many different factors, including population density and size, environmental and land use characteristics, and by comparing their context to urban areas. Hypothesized mechanisms for rural dengue transmission included travel, population size, urban infrastructure, vector and environmental factors, among other mechanisms. Strengthening our understanding of the relationship between rurality and dengue will require a more nuanced definition of rurality from the perspective of DENV transmission. Future studies should focus on characterizing details of study locations based on their environmental features, exposure histories, and movement dynamics to identify characteristics that may influence dengue transmission.

20 March 2018 in Proceedings of the National Academy of Sciences
Verified
Journal Article
Open access
PDF file
Alicia KraayAlicia Kraay
Alicia Kraay
ABAndrew F. Brouwer
Andrew F. Brouwer
NLNan Lin
Nan Lin
PCPhilip A. Collender
Philip A. Collender
JRJustin Remais
Justin Remais
JEJoseph Eisenberg
Joseph Eisenberg
Rotavirus is considered a directly transmitted disease due to its high infectivity. Environmental pathways have, therefore, largely been ignored. Rotavirus, however, persists in water sources, and both its surface water concentrations and infection incidence vary with temperature. Here, we examine the potential for waterborne rotavirus transmission. We use a mechanistic model that incorporates both direct and waterborne transmission pathways, coupled with a hydrological model, and we simulate rotavirus transmission between two communities with interconnected water sources. To parameterize temperature dependency, we estimated temperature-dependent decay rates in water through a meta-analysis. Our meta-analysis suggests that rotavirus decay rates are positively associated with temperature (n = 39, P< 0.001). This association is stronger at higher temperatures (over 20 °C), consistent with tropical climate conditions. Our model analysis demonstrates that water could disseminate rotavirus between the two communities for all modeled temperatures. While direct transmission was important for disease amplification within communities, waterborne transmission could also amplify transmission. In standing-water systems, the modeled increase in decay led to decreased disease, with every 1 °C increase in temperature leading to up to a 2.4% decrease in incidence. These effect sizes are consistent with prior meta-analyses, suggesting that environmental transmission through water sources may partially explain the observed associations between temperature and rotavirus incidence. Waterborne rotavirus transmission is likely most important in cooler seasons and in communities that use slow-moving or stagnant water sources. Even when indirect transmission through water cannot sustain outbreaks, it can seed outbreaks that are maintained by high direct transmission rates. Significance Although rotavirus persists in water and its incidence varies with temperature, the potential role of waterborne transmission in explaining the observed seasonal pattern in low-income countries in the tropics has thus far been neglected. Our analysis suggests that water can affect incidence for larger communities that draw water from slow-moving or stagnant sources and is likely most important in cooler seasons. Water can also spread outbreaks between communities, even when environmental transmission cannot sustain outbreaks. Our model may help explain temperature–incidence associations found in prior meta-analyses in the tropics, where humidity is high year-round, and shows that the effect of temperature on risk depends on local hydrologic conditions. These findings help explain why the effect of temperature might be context specific.

1 April 2021 in Emerging Infectious Diseases
Verified
Journal Article
Closed access
PDF file
Alicia KraayAlicia Kraay
Alicia Kraay
MHMichael A.L. Hayashi
Michael A.L. Hayashi
DBDavid M. Berendes
David M. Berendes
JSJulia S. Sobolik
Julia S. Sobolik
JLJuan S. Leon
Juan S. Leon
BLBenjamin A. Lopman
Benjamin A. Lopman
Risk for Fomite-Mediated Transmission of SARS-CoV-2 in Child Daycares, Schools, Nursing Homes, and Offices

3 December 2021 in Nature Communications
Verified
Journal Article
Open access
PDF file
Alicia KraayAlicia Kraay
Alicia Kraay
KNKristin N. Nelson
Kristin N. Nelson
CZConan Y. Zhao
Conan Y. Zhao
DDDavid Demory
David Demory
JWJoshua Weitz
Joshua Weitz
BLBenjamin A. Lopman
Benjamin A. Lopman
Serological testing remains a passive component of the public health response to the COVID-19 pandemic. Using a transmission model, we examine how serological testing could have enabled seropositive individuals to increase their relative levels of social interaction while offsetting transmission risks. We simulate widespread serological testing in New York City, South Florida, and Washington Puget Sound and assume seropositive individuals partially restore their social contacts. Compared to no intervention, our model suggests that widespread serological testing starting in late 2020 would have averted approximately 3300 deaths in New York City, 1400 deaths in South Florida and 11,000 deaths in Washington State by June 2021. In all sites, serological testing blunted subsequent waves of transmission. Findings demonstrate the potential benefit of widespread serological testing, had it been implemented in the pre-vaccine era, and remain relevant now amid the potential for emergence of new variants.