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.
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页数:14
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