Optimizing Spatial Allocation of COVID‐19 Vaccine by Agent‐Based Spatiotemporal Simulations

Type: Article

Publication Date: 2021-05-24

Citations: 45

DOI: https://doi.org/10.1029/2021gh000427

Abstract

Abstract Optimizing allocation of vaccine, a highly scarce resource, is an urgent and critical issue during fighting against on‐going COVID‐19 epidemic. Prior studies suggested that vaccine should be prioritized by age and risk groups, but few of them have considered the spatial prioritization strategy. This study aims to examine the spatial heterogeneity of COVID‐19 transmission in the city naturally, and optimize vaccine distribution strategies considering spatial prioritization. We proposed an integrated spatial model of agent‐based model and SEIR (susceptible‐exposed‐infected‐recovered). It simulated spatiotemporal process of COVID‐19 transmission in a realistic urban context. Individual movements were represented by trajectories of 8,146 randomly sampled mobile phone users on December 28, 2016 in Guangzhou, China, 90% of whom aged 18–60. Simulations were conducted under seven scenarios. Scenarios 1 and 2 examined natural spreading process of COVID‐19 and its final state of herd immunity. Scenarios 3–6 applied four vaccination strategies (random strategy, age strategy, space strategy, and space & age strategy), and identified the optimal vaccine strategy. Scenario 7 assessed the most appropriate vaccine coverage. The results demonstrates herd immunity is heterogeneously distributed in space, thus, vaccine intervention strategies should be spatialized. Among four strategies, space & age strategy is substantially most efficient, with 7.7% fewer in attack rate and 44 days longer than random strategy under 20% vaccine uptake. Space & age strategy requires 30%–40% vaccine coverage to control the epidemic, while the coverage for a random strategy is 60%–70% as a comparison. The application of our research would greatly improves the effectiveness of the vaccine usability.

Locations

  • PubMed Central - View
  • GeoHealth - View - PDF
  • DOAJ (DOAJ: Directory of Open Access Journals) - View
  • PubMed - View

Similar Works

Action Title Year Authors
+ PDF Chat Spatial Analysis of COVID-19 Vaccination: A Scoping Review 2021 Abolfazl Mollalo
Alireza Mohammadi
Sara Mavaddati
Behzad Kiani
+ PDF Chat Optimizing Spatio-Temporal Allocation of the COVID-19 Vaccine Under Different Epidemiological Landscapes 2022 Wen Cao
Jingwen Zhu
Xinyi Wang
Xiaochong Tong
Yuzhen Tian
Haoran Dai
Zhigang Ma
+ Risk assessment for precise intervention of COVID-19 epidemic based on available big data and spatio-temporal simulation method: Empirical evidence from different public places in Guangzhou, China 2022 Shuli Zhou
Suhong Zhou
Zhong Zheng
Junwen Lu
Tie Song
+ Evaluating Spatial Accessibility to COVID-19 Vaccination Sites based on Fine-Scale Population Distributions and Heterogeneous Travel Modes: A Case Study in Xiangtan, China 2024 Wentao Yang
Fengjie Wang
Y You
Xiafan Wan
Sijie Cheng
Zhixiong Fang
+ A spatial model with vaccinations for COVID-19 in South Africa 2023 Claudia Dresselhaus
Inger Fabris‐Rotelli
Raeesa Manjoo-Docrat
Warren Brettenny
Jenny Holloway
Nada Abdelatif
Renate Thiede
Pravesh Debba
Nontembeko Dudeni-Tlhone
+ PDF Chat Agent Simulation Model of COVID-19 Epidemic Agent-Based on GIS: A Case Study of Huangpu District, Shanghai 2022 Tao Dong
Wen Dong
Quanli Xu
+ PDF Chat Spatial Modeling of COVID-19 Vaccine Hesitancy in the United States 2021 Abolfazl Mollalo
Moosa Tatar
+ Implementation of a Vaccination Program Based on Epidemic Geospatial Attributes: COVID-19 Pandemic in Ohio as a Case Study and Proof of Concept 2021 Susanne F. Awad
Godfrey Musuka
Zindoga Mukandavire
Dillon Froass
Neil J. MacKinnon
Diego F. Cuadros
+ PDF Chat COVID-19 Vaccine Rollout Plans Should Consider Spatial Distribution of Age-Specific Population 2023 Jeon‐Young Kang
Jihoon Jung
Kyusik Kim
+ PDF Chat Comparison of health-oriented cross-regional allocation strategies for the COVID-19 vaccine: a mathematical modelling study 2022 Tianan Yang
Wenhao Deng
Yexin Liu
Jianwei Deng
+ Spatial Layout and Accessibility Evaluation of COVID-19 Vaccination Sites Based on Three Optimization Models: A Case Study of Tianhe District, Guangzhou 2023 Danni Wang
Peihua Liu
Ziqian Xu
Chongyang Wang
Yun Song
Jinghong Zhang
Kunneng Jiang
Beiqing Zhu
+ PDF Chat Spatio-Temporal Modeling of COVID-19 Spread in Relation to Urban Land Uses: An Agent-Based Approach 2023 Mohammad Tabasi
Ali Asghar Alesheikh
Mohsen Kalantari
Abolfazl Mollalo
Javad Hatamiafkoueieh
+ Urban spatial epidemic simulation model: A case study of the second COVID‐19 outbreak in Beijing, China 2021 Qiang Huang
Qiyong Liu
Ci Song
Xiaobo Liu
Hua Shu
Xi Wang
Yaxi Liu
Xiao Chen
Jie Chen
Tao Pei
+ PDF Chat Modeling vaccination strategies in an Excel spreadsheet: Increasing the rate of vaccination is more effective than increasing the vaccination coverage for containing COVID-19 2021 Mario Moisés Álvarez
Sergio Bravo-González
Grissel Trujillo‐de Santiago
+ Modeling the effect of vaccination strategies in an Excel spreadsheet: The rate of vaccination, and not only the vaccination coverage, is a determinant for containing COVID-19 in urban areas 2021 Mario Moisés Álvarez
Sergio Bravo-González
Grissel Trujillo‐de Santiago
+ A multi-scale agent-based model of infectious disease transmission to assess the impact of vaccination and non-pharmaceutical interventions: The COVID-19 case 2021 Luyao Kou
Xinzhi Wang
Yang Li
Xiaojing Guo
Hui Zhang
+ PDF Chat Combinational Recommendation of Vaccinations, Mask-Wearing, and Home-Quarantine to Control Influenza in Megacities: An Agent-Based Modeling Study With Large-Scale Trajectory Data 2022 Hao Zhang
Ling Yin
Liang Mao
Shujiang Mei
Tianmu Chen
Kang Liu
Shengzhong Feng
+ PDF Chat Spatial Optimization to Improve COVID-19 Vaccine Allocation 2022 Justin C. Goodson
Stephen Scroggins
Tasnova Afroze
Enbal Shacham
+ PDF Chat Spatial and spatio-temporal epidemiological approaches to inform COVID-19 surveillance and control: a review protocol 2022 Julius Nyerere Odhiambo
Carrie B. Dolan
+ Immunization using a heterogeneous geo-spatial population model: A qualitative perspective on COVID-19 vaccination strategies 2021 Alexandru Topîrceanu

Works That Cite This (38)

Action Title Year Authors
+ Learning from the COVID-19 pandemic: A systematic review of mathematical vaccine prioritization models 2024 Gilberto González‐Parra
Md. Shahriar Mahmud
Claus Kadelka
+ Study of optimal vaccination strategies for early COVID-19 pandemic using an age-structured mathematical model: A case study of the USA 2023 Giulia Luebben
Gilberto González‐Parra
Bishop Cervantes
+ PDF Chat A data-driven spatially-specific vaccine allocation framework for COVID-19 2022 Zhaofu Hong
Yingjie Li
Yeming Gong
Wanying Chen
+ PDF Chat Spatio-Temporal Modeling of COVID-19 Spread in Relation to Urban Land Uses: An Agent-Based Approach 2023 Mohammad Tabasi
Ali Asghar Alesheikh
Mohsen Kalantari
Abolfazl Mollalo
Javad Hatamiafkoueieh
+ A network-based model to assess vaccination strategies for the COVID-19 pandemic by using Bayesian optimization 2024 Gilberto González‐Parra
Javier Villanueva-Oller
F.J. Navarro-González
Josu Ceberio
Giulia Luebben
+ PDF Chat Optimize data-driven multi-agent simulation for COVID-19 transmission 2022 Chao Jin
Hao Zhang
Ling Yin
Yong Zhang
Shengzhong Feng
+ PDF Chat Age-specific transmission dynamics under suppression control measures during SARS-CoV-2 Omicron BA.2 epidemic 2023 Wenlong Zhu
Zexuan Wen
Yue Chen
Xiaohuan Gong
Bo Zheng
Xueyao Liang
Ao Xu
Ye Yao
Weibing Wang
+ Agent-based simulation for vaccination networks design and analysis: preliminary gaps 2022 Claudia Piffari
Alexandra Lagorio
Roberto Pinto
+ PDF Chat Protect or prevent? A practicable framework for the dilemmas of COVID-19 vaccine prioritization 2023 Raghu Arghal
Harvey Rubin
Shirin Saeedi Bidokhti
Saswati Sarkar
+ Quantifying human mobility resilience to the COVID-19 pandemic: A case study of Beijing, China 2022 Yaxi Liu
Xi Wang
Ci Song
Jie Chen
Hua Shu
Mingbo Wu
Sihui Guo
Qiang Huang
Tao Pei

Works Cited by This (56)

Action Title Year Authors
+ Mathematical and Statistical Estimation Approaches in Epidemiology 2009 Gerardo Chowell
James M. Hyman
Luís M. A. Bettencourt
Carlos Castillo‐Chávez
+ PDF Chat Use of an inactivated vaccine in mitigating pandemic influenza A(H1N1) spread: a modelling study to assess the impact of vaccination timing and prioritisation strategies 2009 Vana Sypsa
Ioanna D. Pavlopoulou
Angelos Hatzakis
+ PDF Chat FluTE, a Publicly Available Stochastic Influenza Epidemic Simulation Model 2010 Dennis L. Chao
M. Elizabeth Halloran
Valerie Obenchain
Ira M. Longini
+ PDF Chat Modelling disease outbreaks in realistic urban social networks 2004 Stephen Eubank
Hasan Güçlü
V. S. Anil Kumar
Madhav Marathe
Aravind Srinivasan
Zoltán Toroczkai
Nan Wang
+ PDF Chat Optimal strategies of social distancing and vaccination against seasonal influenza 2013 Eunha Shim
+ Toward Effective Vaccine Deployment: A Systematic Study 2011 Jiming Liu
Shang Xia
+ Understanding individual human mobility patterns 2008 Marta C. González
César A. Hidalgo
Albert‐László Barabási
+ PDF Chat Quantifying the Impact of Human Mobility on Malaria 2012 Amy Wesolowski
Nathan Eagle
Andrew J. Tatem
David L. Smith
Abdisalan M. Noor
Robert W. Snow
Caroline O. Buckee
+ PDF Chat Optimal Pandemic Influenza Vaccine Allocation Strategies for the Canadian Population 2010 Ashleigh R. Tuite
David N. Fisman
Jeffrey C. Kwong
Amy L. Greer
+ PDF Chat A computer simulation of vaccine prioritization, allocation, and rationing during the 2009 H1N1 influenza pandemic 2010 Bruce Y. Lee
Shawn T. Brown
George W. Korch
Philip C. Cooley
Richard K. Zimmerman
William D. Wheaton
Shanta M. Zimmer
John J. Grefenstette
Rachel R. Bailey
Tina-Marie Assi