Spatiotemporal pattern of COVID-19 spread in Brazil

被引:170
|
作者
Castro, Marcia C. [1 ]
Kim, Sun [1 ]
Barberia, Lorena [2 ]
Ribeiro, Ana Freitas [3 ,4 ]
Gurzenda, Susie [1 ]
Ribeiro, Karina Braga [5 ]
Abbott, Erin [6 ]
Blossom, Jeffrey [6 ]
Rache, Beatriz [7 ]
Singer, Burton H. [8 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Global Hlth & Populat, Boston, MA 02115 USA
[2] Univ Sao Paulo, Dept Polit Sci, Sao Paulo, SP, Brazil
[3] Univ Nove Julho, Sao Paulo, SP, Brazil
[4] Univ Municipal Sao Caetano do Sul, Sao Cetano Do Sul, SP, Brazil
[5] Fac Ciencias Med Santa Casa Sao Paulo, Dept Collect Hlth, Sao Paulo, SP, Brazil
[6] Harvard Univ, Ctr Geog Anal, Cambridge, MA 02138 USA
[7] Inst Estudos Polit Saude IEPS, Sao Paulo, SP, Brazil
[8] Univ Florida, Emerging Pathogens Inst, Gainesville, FL USA
关键词
SARS-COV-2;
D O I
10.1126/science.abh1558
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Brazil has been severely hit by COVID-19, with rapid spatial spread of both cases and deaths. We used daily data on reported cases and deaths to understand, measure, and compare the spatiotemporal pattern of the spread across municipalities. Indicators of clustering, trajectories, speed, and intensity of the movement of COVID-19 to interior areas, combined with indices of policy measures, show that although no single narrative explains the diversity in the spread, an overall failure of implementing prompt, coordinated, and equitable responses in a context of stark local inequalities fueled disease spread. This resulted in high and unequal infection and mortality burdens. With a current surge in cases and deaths and several variants of concern in circulation, failure to mitigate the spread could further aggravate the burden.
引用
收藏
页码:821 / +
页数:47
相关论文
共 50 条
  • [1] Spatiotemporal spread pattern of the COVID-19 cases in China
    Feng, Yongjiu
    Li, Qingmei
    Tong, Xiaohua
    Wang, Rong
    Zhai, Shuting
    Gao, Chen
    Lei, Zhenkun
    Chen, Shurui
    Zhou, Yilun
    Wang, Jiafeng
    Yan, Xiongfeng
    Xie, Huan
    Chen, Peng
    Liu, Shijie
    Xv, Xiong
    Liu, Sicong
    Jin, Yanmin
    Wang, Chao
    Hong, Zhonghua
    Luan, Kuifeng
    Wei, Chao
    Xu, Jinfu
    Jiang, Hua
    Xiao, Changjiang
    Guo, Yiyou
    [J]. PLOS ONE, 2020, 15 (12):
  • [2] Assessing the Spatiotemporal Spread Pattern of the COVID-19 Pandemic in Malaysia
    Cheong, Yoon Ling
    Ghazali, Sumarni Mohd
    Ibrahim, Mohd Khairuddin bin Che
    Kee, Chee Cheong
    Md Iderus, Nuur Hafizah
    Ruslan, Qistina binti
    Gill, Balvinder Singh
    Lee, Florence Chi Hiong
    Lim, Kuang Hock
    [J]. FRONTIERS IN PUBLIC HEALTH, 2022, 10
  • [3] Spatiotemporal pattern of Covid-19 outbreak in Turkey
    Neşe Aral
    Hasan Bakır
    [J]. GeoJournal, 2023, 88 : 1305 - 1316
  • [4] Spatiotemporal pattern of Covid-19 outbreak in Turkey
    Aral, Nese
    Bakir, Hasan
    [J]. GEOJOURNAL, 2023, 88 (02) : 1305 - 1316
  • [5] A multivariate analysis on spatiotemporal evolution of Covid-19 in Brazil
    Ferreira Nascimento, Marcio Luis
    [J]. INFECTIOUS DISEASE MODELLING, 2020, 5 : 670 - 680
  • [6] Scenarios for the Spread of COVID-19 in Manaus, Northern Brazil
    Bitar, Sandro
    Steinmetz, Wilhelm Alexander
    [J]. ANAIS DA ACADEMIA BRASILEIRA DE CIENCIAS, 2020, 92 : 1 - 12
  • [7] Synchronized spread of COVID-19 in the cities of Bahia, Brazil
    Saba, Hugo
    Nascimento Filho, A. S.
    Miranda, Jose G. V.
    Rosario, Raphael S.
    Murari, Thiago B.
    Jorge, Eduardo M. F.
    Cambui, Elaine C. B.
    Souza, Marcia S. P. L.
    Silva, Ana C. F. N.
    Araujo, Marcio L. V.
    [J]. EPIDEMICS, 2022, 39
  • [8] Effects of population mobility on the COVID-19 spread in Brazil
    Chagas, Eduarda T. C.
    Barros, Pedro H.
    Cardoso-Pereira, Isadora
    Ponte, Igor V.
    Ximenes, Pablo
    Figueiredo, Flavio
    Murai, Fabricio
    Couto da Silva, Ana Paula
    Almeida, Jussara M.
    Loureiro, Antonio A. F.
    Ramos, Heitor S.
    [J]. PLOS ONE, 2021, 16 (12):
  • [9] The impact of Brazil's transport network on the spread of COVID-19
    Silva, Giovanna Cavali
    Ribeiro, Evandro Marcos Saidel
    [J]. SCIENTIFIC REPORTS, 2023, 13 (01):
  • [10] The impact of Brazil’s transport network on the spread of COVID-19
    Giovanna Cavali Silva
    Evandro Marcos Saidel Ribeiro
    [J]. Scientific Reports, 13 (1)