Latin America and the Caribbean SARS-CoV-2 Surveillance: Longitudinal Trend Analysis

被引:10
|
作者
Post, Lori [1 ]
Ohiomoba, Ramael O. [2 ]
Maras, Ashley [2 ]
Watts, Sean J. [2 ]
Moss, Charles B. [3 ]
Murphy, Robert Leo [4 ]
Ison, Michael G. [5 ]
Achenbach, Chad J. [5 ]
Resnick, Danielle [6 ]
Singh, Lauren Nadya [1 ]
White, Janine [1 ]
Chaudhury, Azraa S. [2 ]
Boctor, Michael J. [2 ]
Welch, Sarah B. [1 ]
Oehmke, James Francis [1 ]
机构
[1] Northwestern Univ, Buehler Ctr Hlth Policy & Econ, Feinberg Sch Med, 420 E Super, Chicago, IL 60611 USA
[2] Northwestern Univ, Feinberg Sch Med, Chicago, IL 60611 USA
[3] Univ Florida, Inst Food & Agr Sci, Gainesville, FL USA
[4] Northwestern Univ, Feinberg Sch Med, Inst Global Hlth, Chicago, IL 60611 USA
[5] Northwestern Univ, Feinberg Sch Med, Divison Infect Dis, Chicago, IL 60611 USA
[6] Int Food Policy Res Inst, Washington, DC 20036 USA
来源
JMIR PUBLIC HEALTH AND SURVEILLANCE | 2021年 / 7卷 / 04期
关键词
7-day persistence; acceleration; Arellano-Bond estimator; COVID-19 surveillance system; COVID-19; dynamic panel data; econometrics; economic; generalized method of moments; global COVID-19 surveillance; Latin America and the Caribbean; longitudinal; metric; persistence; policy; public health surveillance; SARS-CoV-2; second wave; surveillance metrics; transmission deceleration; transmission jerk; transmission speed; trend analysis;
D O I
10.2196/25728
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Background: The COVID-19 pandemic has placed unprecedented stress on economies, food systems, and health care resources in Latin America and the Caribbean (LAC). Existing surveillance provides a proxy of the COVID-19 caseload and mortalities; however, these measures make it difficult to identify the dynamics of the pandemic and places where outbreaks are likely to occur. Moreover, existing surveillance techniques have failed to measure the dynamics of the pandemic. Objective: This study aimed to provide additional surveillance metrics for COVID-19 transmission to track changes in the speed, acceleration, jerk, and persistence in the transmission of the pandemic more accurately than existing metrics. Methods: Through a longitudinal trend analysis, we extracted COVID-19 data over 45 days from public health registries. We used an empirical difference equation to monitor the daily number of cases in the LAC as a function of the prior number of cases, the level of testing, and weekly shift variables based on a dynamic panel model that was estimated using the generalized method of moments approach by implementing the Arellano-Bond estimator in R. COVID-19 transmission rates were tracked for the LAC between September 30 and October 6, 2020, and between October 7 and 13, 2020. Results: The LAC saw a reduction in the speed, acceleration, and jerk for the week of October 13, 2020, compared to the week of October 6, 2020, accompanied by reductions in new cases and the 7-day moving average. For the week of October 6, 2020, Belize reported the highest acceleration and jerk, at 1.7 and 1.8, respectively, which is particularly concerning, given its high mortality rate. The Bahamas also had a high acceleration at 1.5. In total, 11 countries had a positive acceleration during the week of October 6, 2020, whereas only 6 countries had a positive acceleration for the week of October 13, 2020. The TAC displayed an overall positive trend, with a speed of 10.40, acceleration of 0.27, and jerk of -0.31, all of which decreased in the subsequent week to 9.04, -0.81, and -0.03, respectively. Conclusions: Metrics such as new cases, cumulative cases, deaths, and 7-day moving averages provide a static view of the pandemic but fail to identify where and the speed at which SARS-CoV-2 infects new individuals, the rate of acceleration or deceleration of the pandemic, and weekly comparison of the rate of acceleration of the pandemic indicate impending explosive growth or control of the pandemic. Enhanced surveillance will inform policymakers and leaders in the LAC about COVID-19 outbreaks.
引用
收藏
页数:14
相关论文
共 50 条
  • [1] SARS-CoV-2 Surveillance System in Canada: Longitudinal Trend Analysis
    Post, Lori
    Boctor, Michael J.
    Issa, Tariq Z.
    Moss, Charles B.
    Murphy, Robert Leo
    Achenbach, Chad J.
    Ison, Michael G.
    Resnick, Danielle
    Singh, Lauren
    White, Janine
    Welch, Sarah B.
    Oehmke, James F.
    JMIR PUBLIC HEALTH AND SURVEILLANCE, 2021, 7 (05):
  • [2] SARS-CoV-2 Surveillance in the Middle East and North Africa: Longitudinal Trend Analysis
    Post, Lori
    Marogi, Emily
    Moss, Charles B.
    Murphy, Robert Leo
    Ison, Michael G.
    Achenbach, Chad J.
    Resnick, Danielle
    Singh, Lauren
    White, Janine
    Boctor, Michael J.
    Welch, Sarah B.
    Oehmke, James Francis
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2021, 23 (01)
  • [3] Surveillance Metrics of SARS-CoV-2 Transmission in Central Asia: Longitudinal Trend Analysis
    Post, Lori Ann
    Benishay, Elana T.
    Moss, Charles B.
    Murphy, Robert Leo
    Achenbach, Chad J.
    Ison, Michael G.
    Resnick, Danielle
    Singh, Lauren Nadya
    White, Janine
    Chaudhury, Azraa S.
    Boctor, Michael J.
    Welch, Sarah B.
    Oehmke, James Francis
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2021, 23 (02)
  • [4] SARS-CoV-2 Wave Two Surveillance in East Asia and the Pacific: Longitudinal Trend Analysis
    Post, Lori Ann
    Lin, Jasmine S.
    Moss, Charles B.
    Murphy, Robert Leo
    Ison, Michael G.
    Achenbach, Chad J.
    Resnick, Danielle
    Singh, Lauren Nadya
    White, Janine
    Boctor, Michael J.
    Welch, Sarah B.
    Oehmke, James Francis
    JOURNAL OF MEDICAL INTERNET RESEARCH, 2021, 23 (02)
  • [5] SARS-CoV-2 in Latin America and the Caribbean: The three intersections for critical thinking in health
    Basile, Gonzalo
    CIENCIA & SAUDE COLETIVA, 2020, 25 (09): : 3557 - 3562
  • [6] Genomic, socio-environmental, and sequencing capability patterns in the surveillance of SARS-CoV-2 in Latin America and the Caribbean up to 2023
    Macarena Concha-Toloza
    Luis Collado González
    Alfredo Herrera Estrella
    Darío Fernández Do Porto
    Rebeca Campos Sánchez
    Jose Arturo Molina-Mora
    Scientific Reports, 15 (1)
  • [7] Dispersion patterns of SARS-CoV-2 variants Gamma, Lambda and Mu in Latin America and the Caribbean
    Graf, Tiago
    Martinez, Alexander A.
    Bello, Gonzalo
    Dellicour, Simon
    Lemey, Philippe
    Colizza, Vittoria
    Mazzoli, Mattia
    Poletto, Chiara
    Cardoso, Vanessa Leiko Oikawa
    da Silva, Alexandre Freitas
    Motta, Fernando Couto
    Resende, Paola Cristina
    Siqueira, Marilda M.
    Franco, Leticia
    Gresh, Lionel
    Gabastou, Jean-Marc
    Rodriguez, Angel
    Vicari, Andrea
    Aldighieri, Sylvain
    Mendez-Rico, Jairo
    Leite, Juliana Almeida
    Baumeister, Elsa
    Campos, Josefina
    Pontoriero, Andrea
    Martin, Indira
    Ferguson, Kirvina
    Johnson, Draven
    Beckles, Songee
    Forde, Kasandra
    Sosa, Aldo
    Melendez, Roberto
    Loayza, Roxana
    Avila, Cinthia
    Fortun Fernandez, Evelin Esther
    Guzman Otazo, Carol Jessica
    de Oliveira Santos, Katia Correa
    Abbud, Adriano
    dos Santos, Mirleide Cordeiro
    Ferreira, Jessylene de Almeida
    Fasce, Rodrigo
    Fernandes, Jorge
    Gomez Rangel, Sergio
    Maria Mercado, Marcela
    Pelaez, Dioselina
    Soto-Garita, Claudio
    Cordero-Laurent, Estela
    Duarte-Martinez, Francisco
    Brenes, Hebleen
    Miguel Sanchez, Isaac
    Imbert, Yvonne
    NATURE COMMUNICATIONS, 2024, 15 (01) : 1837
  • [8] Infectious diseases genomic surveillance capacity in the Caribbean: a retrospective analysis of SARS-CoV-2
    Lucien, Mentor Ali Ber
    Forde, Martin S.
    Isabel, Marc R.
    Boissinot, Maurice
    Isabel, Sandra
    LANCET REGIONAL HEALTH-AMERICAS, 2023, 18
  • [9] SARS-CoV-2 diagnostic testing alternatives for Latin America
    Santaella-Tenorio, Julian
    COLOMBIA MEDICA, 2020, 51 (02):
  • [10] Gender inequality in the care economy before the SARS-CoV-2 pandemic in Union European and Latin America and Caribbean
    Albuquerque Ximenes, Ana Carenina
    Maria, Helena
    Ximenes, Albuquerque
    Mathias Macedo, Ana Angelica
    Mendes, Fernando
    EUROPEAN JOURNAL OF PUBLIC HEALTH, 2021, 31 : 5 - 5