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Spatial Interaction Analysis of Infectious Disease Import and Export between Regions
Mingdong Lyu1, Kuofu Liu2, Randolph W Hall2
1National Renewable Energy Laboratory, Mobility, Behavior, and Advanced Powertrains Department, Denver, CO 80401, USA.
Summary
Human travel significantly impacts infectious disease spread. This study developed a model to assess COVID-19 transmission risk between US states, identifying high-risk areas and temporal trends for epidemic control.
Area of Science:
- Epidemiology
- Mathematical Modeling
- Public Health
Background:
- Human travel is a primary driver for the geographic dissemination of infectious diseases.
- Understanding the relationship between travel patterns and disease spread is critical for effective public health interventions.
- The COVID-19 pandemic highlighted the urgent need for quantitative tools to assess travel-related disease transmission risks.
Purpose of the Study:
- To develop and apply novel models and metrics for analyzing the role of inter-regional travel in disease spread.
- To quantify the risk of infectious disease (COVID-19) transmission between different regions within the United States.
- To provide a tool for policymakers to inform epidemic control strategies by evaluating travel's influence on disease dynamics.
Main Methods:
- Development of a multi-regional, time-varying compartmental disease model incorporating spatial interactions.
- Integration of the compartmental model with statistical estimates of inter-regional travel data.
- Derivation of a 'transmission import index' to assess and rank the risk of disease introduction between states.
Main Results:
- Identification of specific US states posing a high risk for spreading COVID-19 to other states over monthly timescales.
- Analysis of temporal variations in the transmission import index throughout 2020, illustrating dynamic risk patterns.
- Quantification of the relative contribution of inter-regional travel to overall disease transmission dynamics.
Conclusions:
- Inter-regional travel is a significant factor in the spatiotemporal spread of infectious diseases like COVID-19.
- The developed transmission import index offers a valuable metric for assessing and predicting disease spread risk.
- The model serves as a crucial tool for public health officials to design targeted interventions and manage epidemic control efforts effectively.
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