TY - JOUR AU - Post, Lori AU - Culler, Kasen AU - Moss, Charles B AU - Murphy, Robert L AU - Achenbach, Chad J AU - Ison, Michael G AU - Resnick, Danielle AU - Singh, Lauren Nadya AU - White, Janine AU - Boctor, Michael J AU - Welch, Sarah B AU - Oehmke, James Francis PY - 2021 DA - 2021/4/28 TI - Surveillance of the Second Wave of COVID-19 in Europe: Longitudinal Trend Analyses JO - JMIR Public Health Surveill SP - e25695 VL - 7 IS - 4 KW - SARS-CoV-2 surveillance KW - wave two KW - second wave KW - global COVID surveillance KW - Europe Public Health Surveillance KW - Europe COVID KW - Europe surveillance metrics KW - dynamic panel data KW - generalized method of the moments KW - Europe econometrics KW - Europe SARS-CoV-2 KW - Europe COVID surveillance system KW - European COVID transmission speed KW - European COVID transmission acceleration KW - COVID transmission deceleration KW - COVID transmission jerk KW - COVID 7-day lag KW - SARS-CoV-2 KW - Arellano-Bond estimator KW - GMM KW - Albania KW - Andorra KW - Austria KW - Belarus KW - Belgium KW - Bosnia and Herzegovina KW - Bulgaria KW - Croatia KW - Czech Republic KW - Denmark KW - Estonia KW - Finland KW - France KW - Germany KW - Greece KW - Greenland KW - Hungary KW - Iceland KW - Ireland KW - Isle of Man KW - Italy KW - Latvia KW - Liechtenstein KW - Lithuania KW - Luxembourg KW - Moldova KW - Monaco KW - Montenegro KW - Netherlands KW - Norway KW - Poland KW - Portugal KW - Romania KW - San Marino KW - Serbia KW - Slovakia KW - Slovenia KW - Spain KW - Sweden KW - Switzerland KW - Ukraine KW - United Kingdom KW - Vatican City AB - Background: The COVID-19 pandemic has severely impacted Europe, resulting in a high caseload and deaths that varied by country. The second wave of the COVID-19 pandemic has breached the borders of Europe. Public health surveillance is necessary to inform policy and guide leaders. Objective: This study aimed to provide advanced surveillance metrics for COVID-19 transmission that account for weekly shifts in the pandemic, speed, acceleration, jerk, and persistence, to better understand countries at risk for explosive growth and those that are managing the pandemic effectively. Methods: We performed a longitudinal trend analysis and extracted 62 days of COVID-19 data from public health registries. We used an empirical difference equation to measure the daily number of cases in Europe 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. Results: New COVID-19 cases slightly decreased from 158,741 (week 1, January 4-10, 2021) to 152,064 (week 2, January 11-17, 2021), and cumulative cases increased from 22,507,271 (week 1) to 23,890,761 (week 2), with a weekly increase of 1,383,490 between January 10 and January 17. France, Germany, Italy, Spain, and the United Kingdom had the largest 7-day moving averages for new cases during week 1. During week 2, the 7-day moving average for France and Spain increased. From week 1 to week 2, the speed decreased (37.72 to 33.02 per 100,000), acceleration decreased (0.39 to –0.16 per 100,000), and jerk increased (–1.30 to 1.37 per 100,000). Conclusions: The United Kingdom, Spain, and Portugal, in particular, are at risk for a rapid expansion in COVID-19 transmission. An examination of the European region suggests that there was a decrease in the COVID-19 caseload between January 4 and January 17, 2021. Unfortunately, the rates of jerk, which were negative for Europe at the beginning of the month, reversed course and became positive, despite decreases in speed and acceleration. Finally, the 7-day persistence rate was higher during week 2 than during week 1. These measures indicate that the second wave of the pandemic may be subsiding, but some countries remain at risk for new outbreaks and increased transmission in the absence of rapid policy responses. SN - 2369-2960 UR - https://publichealth.jmir.org/2021/4/e25695 UR - https://doi.org/10.2196/25695 UR - http://www.ncbi.nlm.nih.gov/pubmed/33818391 DO - 10.2196/25695 ID - info:doi/10.2196/25695 ER -