| Literature DB >> 36013399 |
Jan-Niklas Droste1,2, Robert Percy Marshall1, Stephan Borte3, Sebastian Seyler2, Helge Riepenhof2,4.
Abstract
To evaluate the extent and characteristics of COVID-19 cases in relation to environmental COVID-19 incidences in the four best European soccer leagues (Bundesliga, Premier League, Serie A and La Liga) from the first of January 2020 until the end of January 2022.Entities:
Keywords: disease burden; pandemic; prevention and control; professional soccer; virus transmission
Year: 2022 PMID: 36013399 PMCID: PMC9409953 DOI: 10.3390/life12081220
Source DB: PubMed Journal: Life (Basel) ISSN: 2075-1729
Descriptive statistics of all analyzed COVID-19-related time losses. Columns contain case-specific, quarantine-specific and total (cases and quarantine measures) per league studied.
| Bundesliga | Premier League | Serie A | La Liga | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Quarantine | Cases | Total | Quarantine | Cases | Total | Quarantine | Cases | Total | Quarantine | Cases | Total | |
|
| 52 | 143 | 195 | 8 | 90 | 98 | 9 | 241 | 250 | 6 | 128 | 134 |
|
| 2 | 3 | 2 | 3 | 6 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
|
| 42 | 315 | 315 | 15 | 67 | 67 | 8 | 104 | 104 | 22 | 45 | 45 |
|
| 40 | 312 | 313 | 12 | 61 | 64 | 5 | 101 | 101 | 19 | 42 | 42 |
|
| 9.8650 | 20.4100 | 17.4100 | 8.3750 | 17.1200 | 16.4100 | 5.3330 | 17.6100 | 17.1700 | 9.0000 | 11.4500 | 11.3400 |
|
| 6.9850 | 33.8700 | 29.5300 | 3.6620 | 10.3900 | 10.2900 | 1.9360 | 12.7100 | 12.6900 | 6.6030 | 5.2060 | 5.2700 |
|
| 0.9686 | 2.8330 | 2.1150 | 1.2950 | 1.0950 | 1.0390 | 0.6455 | 0.8186 | 0.8026 | 2.6960 | 0.4601 | 0.4553 |
|
| 7.9210 | 14.8100 | 13.2400 | 5.3130 | 14.9500 | 14.3500 | 3.8450 | 16.0000 | 15.5900 | 2.0710 | 10.5400 | 10.4400 |
|
| 11.8100 | 26.0100 | 21.5800 | 11.4400 | 19.3000 | 18.4700 | 6.8220 | 19.2200 | 18.7500 | 15.9300 | 12.3600 | 12.2400 |
|
| 513 | 2919 | 3395 | 67 | 1541 | 1608 | 48 | 4244 | 4292 | 54 | 1466 | 1520 |
Figure 1Mean (+95% CI) time losses in days (d) per COVID-19 case, quarantine measure and total of both differentiated among the four leagues studied.
Odds ratios (ORs) for different environmental 14-day incidence levels in the league-specific country and case risk in the related observed cohort (league). Environmental incidence levels are classified into four categories (Cat.): Cat. 0 = incidence < 50 per 100,000 residents; Cat. 1 = incidence of 49–199 per 100,000 residents; Cat. 2 = incidence of 200–499 per 100,000 residents; Cat. 3 = incidence > 500 per 100,000 residents. 95% confidence intervals (CI) are shown with lower limit and upper limit. p-value estimation is set with a significance < 0.05. Significant odds ratios are in bold.
| League | Group Comparison | OR | Lower Limit 95% CI | Upper Limit 95% CI | |
|---|---|---|---|---|---|
|
| Cat. 0 vs. Cat. 1 | 6.6500 | 1.7248 | 25.6390 |
|
| Cat. 0 vs. Cat. 2 | 8.4444 | 2.1834 | 32.6587 |
| |
| Cat. 0 vs. Cat. 3 | 47.5000 | 4.6620 | 483.9645 |
| |
| Cat. 1 vs. Cat. 2 | 1.2698 | 0.4016 | 4.0156 | 0.6842 | |
| Cat. 2 vs. Cat. 3 | 5.6250 | 0.6159 | 51.3758 | 0.1259 | |
|
| Cat. 0 vs. Cat. 1 | 3.9286 | 0.3987 | 38.7051 | 0.2411 |
| Cat. 0 vs. Cat. 2 | 28.0000 | 2.8204 | 277.9723 |
| |
| Cat. 0 vs. Cat. 3 | 13.2632 | 1.5781 | 111.4692 |
| |
| Cat. 1 vs. Cat. 2 | 4.4000 | 0.9753 | 19.8513 | 0.0539 | |
| Cat. 2 vs. Cat. 3 | 0.4737 | 0.1354 | 1.6570 | 0.2422 | |
|
| Cat. 0 vs. Cat. 1 | 1.5476 | 0.4378 | 5.4706 | 0.4978 |
| Cat. 0 vs. Cat. 2 | 9.5333 | 2.4209 | 37.5418 |
| |
| Cat. 0 vs. Cat. 3 | 56.0769 | 2.8661 | 1097.1816 |
| |
| Cat. 1 vs. Cat. 2 | 6.1600 | 1.7377 | 21.8364 |
| |
| Cat. 2 vs. Cat. 3 | 6.6000 | 0.3377 | 128.9951 | 0.2134 | |
|
| Cat. 0 vs. Cat. 1 | 1.1364 | 0.1077 | 11.9925 | 0.9153 |
| Cat. 0 vs. Cat. 2 | 5.7692 | 0.5949 | 55.9490 | 0.1305 | |
| Cat. 0 vs. Cat. 3 | 10.8333 | 1.0281 | 114.1550 |
| |
| Cat. 1 vs. Cat. 2 | 5.0769 | 1.4951 | 17.2399 |
| |
| Cat. 2 vs. Cat. 3 | 1.8778 | 0.5546 | 6.3577 | 0.3112 |
Figure 2Odds ratios (ORs) for different environmental 14-day incidence levels in the league-specific country and case risk in the related observed cohort (league). Environmental incidence levels are classified into four categories (Cat.): Cat. 0 = incidence < 50 per 100,000 residents; Cat. 1 = incidence of 49–199 per 100,000 residents; Cat. 2 = incidence of 200–499 per 100,000 residents; Cat. 3 = incidence > 500 per 100,000 residents. 95% confidence intervals (CI) are shown with lower limit and upper limit. p-value estimation is set with a significance < 0.05. Significant odds ratios are highlighted (*).
Figure 3Relative case severity/duration for the overall period studied in this research. Case severity/duration is categorized as mild (<14 days of time loss), moderate (14–28 days of time loss), or long (>28 days of time loss). Significant differences between single periods and the overall studied are highlighted by * (* = p ≤ 0.05, ** = p ≤ 0.01, *** = p ≤ 0.001, **** = p ≤ 0.0001).
Detection and occurrence of soccer league COVID-19 cases for three different periods: Period 1—1 January 2020 until 31 December 2020; Period 2—1 January 2021 until last day of week 26, 2021); Period 3—first day of week 27, 2021 until end of study period. Ratio of cases to the overall detected cases per league occurring in the analyzed period. Mean case occurrence per week in the observed period studied.
| League | Time/Period | Cases | Ratio of Cases | % of Cases | Mean Case/Week |
|---|---|---|---|---|---|
|
| period 1 | 31 | 0.22 | 21.68 | 0.58 |
| period 2 | 18 | 0.13 | 12.59 | 0.69 | |
| period 3 | 94 | 0.66 | 65.73 | 3.13 | |
|
| period 1 | 40 | 0.44 | 44.44 | 0.75 |
| period 2 | 12 | 0.13 | 13.33 | 0.46 | |
| period 3 | 38 | 0.42 | 42.22 | 1.27 | |
|
| period 1 | 84 | 0.35 | 34.71 | 1.58 |
| period 2 | 46 | 0.19 | 19.01 | 1.77 | |
| period 3 | 112 | 0.46 | 46.28 | 3.73 | |
|
| period 1 | 45 | 0.36 | 35.71 | 0.85 |
| period 2 | 23 | 0.18 | 18.25 | 0.88 | |
| period 3 | 58 | 0.46 | 46.03 | 1.93 |