Human activity pattern implications for modeling SARS-CoV-2 transmission

被引:13
|
作者
Wang, Yulan [1 ]
Li, Bernard [1 ]
Gouripeddi, Ramkiran [1 ,2 ,3 ]
Facelli, Julio C. [1 ,2 ,3 ]
机构
[1] Dept Biomed Informat, 421 Wakara Way,Suite 140, Salt Lake City, UT 84108 USA
[2] Ctr Clin & Translat Sci CCTS Biomed Informat Core, Salt Lake City, UT USA
[3] Univ Utah, Ctr Excellence Exposure Hlth Informat, Salt Lake City, UT 84112 USA
关键词
COVID-19; SARS-CoV-2; Epidemiological Modeling; SpatioTemporal Human Activity Model; Agent-Based Modeling; Human Activity patterns; Transmission Dynamics; PANDEMIC INFLUENZA; COVID-19; EPIDEMIC; DYNAMICS; LESSONS; SPREAD; HEALTH; ORIGIN; SARS;
D O I
10.1016/j.cmpb.2020.105896
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Background and Objectives: SARS-CoV-2 emerged in December 2019 and rapidly spread into a global pandemic. Designing optimal community responses (social distancing, vaccination) is dependent on the stage of the disease progression, discovery of asymptomatic individuals, changes in virulence of the pathogen, and current levels of herd immunity. Community strategies may have severe and undesirable social and economic side effects. Modeling is the only available scientific approach to develop effective strategies that can minimize these unwanted side effects while retaining the effectiveness of the interventions. Methods: We extended the agent-based model, SpatioTemporal Human Activity Model (STHAM), for simulating SARS-CoV-2 transmission dynamics. Results: Here we present preliminary STHAM simulation results that reproduce the overall trends observed in the Wasatch Front (Utah, United States of America) for the general population. The results presented here clearly indicate that human activity patterns are important in predicting the rate of infection for different demographic groups in the population. Conclusions: Future work in pandemic simulations should use empirical human activity data for agent-based techniques. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] A New Transmission Route for the Propagation of the SARS-CoV-2 Coronavirus
    Danchin, Antoine
    Ng, Tuen Wai
    Turinici, Gabriel
    BIOLOGY-BASEL, 2021, 10 (01): : 1 - 10
  • [2] Tear antibodies to SARS-CoV-2: implications for transmission
    Selva, Kevin J.
    Davis, Samantha K.
    Haycroft, Ebene R.
    Lee, Wen Shi
    Lopez, Ester
    Reynaldi, Arnold
    Davenport, Miles P.
    Kent, Helen E.
    Juno, Jennifer A.
    Chung, Amy W.
    Kent, Stephen J.
    CLINICAL & TRANSLATIONAL IMMUNOLOGY, 2021, 10 (11)
  • [3] Transmission and prevention of SARS-CoV-2
    Wang, Zhongyi
    Fu, Yingying
    Guo, Zhendong
    Li, Jiaming
    Li, Jingjing
    Cheng, Hongliang
    Lu, Bing
    Sun, Qiang
    BIOCHEMICAL SOCIETY TRANSACTIONS, 2020, 48 (05) : 2307 - 2316
  • [4] Indoor transmission of SARS-CoV-2
    Qian, Hua
    Miao, Te
    Liu, Li
    Zheng, Xiaohong
    Luo, Danting
    Li, Yuguo
    INDOOR AIR, 2021, 31 (03) : 639 - 645
  • [5] Transmission risk of respiratory viruses in natural and mechanical ventilation environments: implications for SARS-CoV-2 transmission in Africa
    Sopeyin, Anuoluwapo
    Hornsey, Emilio
    Okwor, Tochi
    Alimi, Yewande
    Raji, Tajudeen
    Mohammed, Abdulaziz
    Moges, Hiwot
    Onwuekwe, Ezinne V. C.
    Minja, Frank J.
    Gon, Giorgia
    Ogbuagu, Onyema
    Ogunsola, Folasade
    Paintsil, Elijah
    BMJ GLOBAL HEALTH, 2020, 5 (08):
  • [6] Aerosol Transmission of SARS-CoV-2: Physical Principles and Implications
    Jarvis, Michael C.
    FRONTIERS IN PUBLIC HEALTH, 2020, 8
  • [7] Aerosol transmission of SARS-CoV-2? Evidence, prevention and control
    Tang, Song
    Mao, Yixin
    Jones, Rachael M.
    Tan, Qiyue
    Ji, John S.
    Li, Na
    Shen, Jin
    Lv, Yuebin
    Pan, Lijun
    Ding, Pei
    Wang, Xiaochen
    Wang, Youbin
    MacIntyre, C. Raina
    Shi, Xiaoming
    ENVIRONMENT INTERNATIONAL, 2020, 144
  • [8] Reinfection With SARS-CoV-2: Implications for Vaccines
    Cohen, Jeffrey, I
    Burbelo, Peter D.
    CLINICAL INFECTIOUS DISEASES, 2021, 73 (11) : E4223 - E4228
  • [9] COVID-19: implications of SARS-CoV-2 in Colombia
    Almeida-Espinosa, Alexander
    Sarmiento-Ardila, Jorge A.
    GACETA MEDICA DE MEXICO, 2020, 156 (04): : 334 - 338
  • [10] Transmission of SARS-CoV-2 in Indian states during lockdown: incorporating heterogeneity and non-pharmaceutical interventions
    Sindhwani, Rohit
    Saddikuti, Venkataramanaiah
    Vaidya, Omkarprasad S.
    INTERNATIONAL JOURNAL OF INDIAN CULTURE AND BUSINESS MANAGEMENT, 2021, 23 (04) : 490 - 521