Submitted:
29 April 2024
Posted:
30 April 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Location and Period of Research
2.3. Study Population and Eligibility Criteria
2.4. Data Collection
2.5. Study Variables
2.6. Data Analysis
2.7. Legal and Ethical Aspects
3. Results
4. Discussion
5. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Conflicts of Interest
References
- Chen, S.; et al. COVID-19 control in China during mass population movements at New Year. Lancet. 2020, 395, 764–766. [Google Scholar] [CrossRef] [PubMed]
- Triukose, S.; et al. Effects of public health interventions on the epidemiological spread during the first wave of the COVID-19 outbreak in Thailand. PLoS One. 2021, 16, e0246274. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. WHO Coronavirus (COVID-19) Dashboard, 2023. Available at: <https://covid19.who.int/>. Accessed: August 30, 2023.
- World Health Organization. COVID-19 weekly epidemiological update, edition 126, January 19, 2023. Available at: <https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19---19 -january-20232023>. Accessed: January 24, 2023.
- World Health Organization. COVID-19 weekly epidemiological update, edition 158, September 1, 2023. Available at: <https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19---1 -september-2023>. Accessed: September 01, 2023.
- Centers for Disease Control and Prevention. Implementation of Mitigation Strategies for Communities with Local COVID-19 Transmission [Internet]. Coronavirus Disease 2019 (COVID-19).
- Van Goethem, N.; et al. Clinical severity of SARS-CoV-2 Omicron variant compared with delta among hospitalized COVID-19 patients in Belgium during Autumn and Winter Season 2021–2022. Viruses. 2022, 14, 1297. [Google Scholar] [CrossRef] [PubMed]
- Li, G.; et al. Coronavirus infections and immune responses. J Med Virol. 2020, 92, 424–432. [Google Scholar] [CrossRef] [PubMed]
- Zhang JJ.; et al. Risk and protective factors for COVID-19 morbidity, severity, and mortality. Clin Rev Allergy Immunol. 2022:1-18.
- Abate, SM.; et al. Rate of Intensive Care Unit admission and outcomes among patients with coronavirus: A systematic review and Meta-analysis. PLoS One. 2020, 15, e0235653. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. Statement on the fifteenth meeting of the IHR (2005) Emergency Committee on the COVID-19 pandemic. Available at: <https://www.who.int/news/item/05-05-2023-statement-on-the-fifteenth-meeting-of-the-international-health-regulations-(2005)-emergency- committee-regarding-the-coronavirus-disease-(covid-19)-pandemic>. Accessed: August 16, 2023.
- Brazil. Panel of coronavirus disease 2019 (COVID-19) cases in Brazil by the Ministry of Health, 2023. Available at: <https://covid.saude.gov.br/>. Accessed: September 06, 2023.
- Antunes JL, Cardoso MRA. Use of time series analysis in epidemiological studies. Epidemiol Serv Saude. 2015, 24:565-576.
- Abreu LC, Elmusharaf K, Siqueira CEG. A time-series ecological study protocol to analyze trends of incidence, mortality, lethality of COVID-19 in Brazil. J Hum Growth Dev. 2021, 31, 491–495.
- IBGE. Brazilian Institute of Geography and Statistics. Cities and States. Holy Spirit. Available at: <https://www.ibge.gov.br/cidades-e-estados/es.html>. Accessed: January 01, 2023.
- IBGE. Brazilian Institute of Geography and Statistics. Cities and States. Minas Gerais. Available at: <https://www.ibge.gov.br/cidades-e-estados/mg.html>. Accessed: January 01, 2023.
- Holy Spirit. State Department of Health of Espírito Santo. Available at: <https://www.es.gov.br/Noticia/sesa-moradores-de-23-cidades-da-divisa-com-minas-serao-imunizados-contra-febre-amarela>. Accessed: August 02, 2023.
- DATASUS. Department of Informatics of the Unified Health System. 2022. Available at: <https://datasus.saude.gov.br/informacoes-de-saude-tabnet/>. Accessed: August 12, 2022.
- StataCorp, LLC Stata Statistical Software: Release 17.0 College Station, TX, 2019.
- Ren B, Hwang WT. Modeling post-holiday surge in COVID-19 cases in Pennsylvania counties. PLoS One. 2022, 17, e0279371.
- Hadianfar, A. Effects of government policies and the Nowruz holidays on confirmed COVID-19 cases in Iran: An intervention time series analysis. PLoS One. 2021, 16, e0256516. [Google Scholar] [CrossRef] [PubMed]
- Superior Electoral Court. Electoral statistics, 2022. Available at: <https://sig.tse.jus.br/ords/dwapr/r/seai/sig-eleicao-comp-abst/home?session=3835825175764>. Accessed: August 01, 2023.
- Wu X.; et al. Air pollution and COVID-19 mortality in the United States: Strengths and limitations of an ecological regression analysis. Sci Adv. 2020, 6, eabd4049. [CrossRef]
- Wong DWS, Li Y. Spreading of COVID-19: Density matters. PLoS One. 2020, 15, e0242398. [Google Scholar]
- Sutton, J.; et al. Population density and spread of COVID-19 in England and Wales. PLoS One. 2022, 17, e0261725. [Google Scholar] [CrossRef] [PubMed]
- Tsuboi K, Fujiwara N, Itoh R. Influence of trip distance and population density on intra-city mobility patterns in Tokyo during COVID-19 pandemic. PLoS One. 2022, 17, e0276741. [Google Scholar]
- Du, Z.; et al. Effects of proactive social distancing on COVID-19 outbreaks in 58 cities, China. Emerg Infect Dis. 2020, 26, 2267. [Google Scholar] [CrossRef]
- Remuzzi A, Remuzzi G. COVID-19 and Italy: what next? Lancet. 2020, 395, 1225–1228. [Google Scholar] [CrossRef] [PubMed]
- Adamoski, D.; et al. SARS-CoV-2 Delta and Omicron variants emerge in Curitiba, Southern Brazil, and its impact on overall COVID-19 lethality. Viruses. 2022.
- CDC COVID Response Team. SARS-CoV-2 B.1.1.529 (Omicron) variant—United States, December 1–8, 2021. Morbidity and Mortality Weekly Report. 2021, 70, 1731. [Google Scholar] [CrossRef] [PubMed]
- Johnson, AG. COVID-19 incidence and death rates among unvaccinated and fully vaccinated adults with and without booster doses during periods of Delta and Omicron variant emergence—25 US Jurisdictions, April 4–December 25, 2021. MMWR Morb Mortal Wkly Rep. 2022, 71. [Google Scholar] [CrossRef] [PubMed]





| Year | Month | Confirmed cases | Confirmed deaths | ||
|---|---|---|---|---|---|
| Frequency absolute (n) |
Frequency relative (%) |
Frequency absolute (n) |
Frequency relative (%) |
||
| 2020 | January | 0 | 0.00 | 0 | 0.00 |
| February | 1 | 0.00 | 0 | 0.00 | |
| March | 151 | 0.01 | 0 | 0.00 | |
| April | 4101 | 0.31 | 116 | 0.75 | |
| May | 17704 | 1.35 | 591 | 3.84 | |
| June | 35880 | 2.73 | 1060 | 6.88 | |
| July | 37305 | 2.84 | 904 | 5.87 | |
| August | 25285 | 1.92 | 609 | 3.95 | |
| September | 19108 | 1.45 | 397 | 2.58 | |
| October | 28160 | 2.14 | 328 | 2.13 | |
| November | 46414 | 3.53 | 505 | 3.28 | |
| December | 54659 | 4.16 | 861 | 5.59 | |
| Total | 268,768 | 20.46 | 5,371 | 34.88 | |
| 2021 | January | 44897 | 3.42 | 851 | 5.53 |
| February | 30527 | 2.32 | 568 | 3.69 | |
| March | 65900 | 5.02 | 1274 | 8.27 | |
| April | 50456 | 3.84 | 2112 | 13.71 | |
| May | 42498 | 3.23 | 1273 | 8.27 | |
| June | 31201 | 2.38 | 626 | 4.06 | |
| July | 21211 | 1.61 | 377 | 2.45 | |
| August | 19037 | 1.45 | 239 | 1.55 | |
| September | 24322 | 1.85 | 266 | 1.73 | |
| October | 18278 | 1.39 | 334 | 2.17 | |
| November | 13116 | 1.00 | 215 | 1.40 | |
| December | 9852 | 0.75 | 122 | 0.79 | |
| Total | 371,295 | 28.26 | 8,257 | 53.62 | |
| January | 255645 | 19.46 | 298 | 1.94 | |
| February | 137628 | 10.48 | 619 | 4.02 | |
| March | 12073 | 0.92 | 171 | 1.11 | |
| April | 2394 | 0.18 | 29 | 0.19 | |
| May | 7262 | 0.55 | 21 | 0.14 | |
| June | 75481 | 5.75 | 108 | 0.70 | |
| July | 77148 | 5.87 | 231 | 1.50 | |
| 2022 | August | 7938 | 0.60 | 85 | 0.55 |
| September | 1372 | 0.10 | 19 | 0.12 | |
| October | 1202 | 0.09 | 6 | 0.04 | |
| November | 33716 | 2.57 | 39 | 0.25 | |
| December | 61788 | 4.70 | 146 | 0.95 | |
| Total | 673,647 | 51.28 | 1772 | 11.51 | |
| Total | 1,313,710 | 100.00 | 15,400 | 100.00 | |
| Year | Month | Confirmed cases | Confirmed deaths | ||
|---|---|---|---|---|---|
| Frequency absolute (n) |
Frequency relative (%) |
Frequency absolute (n) |
Frequency relative (%) |
||
| 2020 | January | 139 | 0.00 | 1 | 0.00 |
| February | 38 | 0.00 | 0 | 0.00 | |
| March | 1090 | 0.03 | 10 | 0.02 | |
| April | 3261 | 0.10 | 100 | 0.16 | |
| May | 13596 | 0.40 | 305 | 0.47 | |
| June | 55809 | 1.63 | 1035 | 1.60 | |
| July | 98548 | 2.87 | 2360 | 3.66 | |
| August | 87196 | 2.54 | 2365 | 3.67 | |
| September | 77405 | 2.26 | 1941 | 3.01 | |
| October | 58327 | 1.70 | 1499 | 2.32 | |
| November | 85455 | 2.49 | 1160 | 1.80 | |
| December | 153817 | 4.48 | 2560 | 3.97 | |
| Total | 634,681 | 18.50 | 13,336 | 20.68 | |
| 2021 | January | 174870 | 5.10 | 3730 | 5.78 |
| February | 127810 | 3.73 | 3329 | 5.16 | |
| March | 266414 | 7.77 | 8483 | 13.15 | |
| April | 195856 | 5.71 | 9262 | 14.36 | |
| May | 205034 | 5.98 | 6220 | 9.64 | |
| June | 197379 | 5.75 | 5100 | 7.91 | |
| July | 122518 | 3.57 | 3243 | 5.03 | |
| August | 82423 | 2.40 | 2006 | 3.11 | |
| September | 49316 | 1.44 | 1143 | 1.77 | |
| October | 30301 | 0.88 | 807 | 1.25 | |
| November | 17368 | 0.51 | 388 | 0.60 | |
| December | 20915 | 0.61 | 183 | 0.28 | |
| Total | 1,490,204 | 43.44 | 43,894 | 68.05 | |
| January | 568480 | 16.57 | 1348 | 2.09 | |
| February | 302803 | 8.83 | 2275 | 3.53 | |
| March | 49652 | 1.45 | 739 | 1.15 | |
| April | 13956 | 0.41 | 127 | 0.20 | |
| May | 63177 | 1.84 | 157 | 0.24 | |
| June | 182948 | 5.33 | 619 | 0.96 | |
| July | 116177 | 3.39 | 829 | 1.29 | |
| 2022 | August | 2792 | 0.08 | 345 | 0.53 |
| September | 792 | 0.02 | 93 | 0.14 | |
| October | 381 | 0.01 | 45 | 0.07 | |
| November | 1253 | 0.04 | 111 | 0.17 | |
| December | 2803 | 0.08 | 580 | 0.90 | |
| Total | 1,305,214 | 38.05 | 7,268 | 11.27 | |
| Total | 3,430,099 | 100.00 | 64,498 | 100.00 | |
| RATE/YEAR | β | DPC (IC95%) | P | Trend |
|---|---|---|---|---|
| ESPÍRITO SANTO | ||||
| MORTALITY | ||||
| 2020 | 0.0023056 | 0.53 (0.16 : 0.90) | 0.005* | Growing |
| 2021 | -0.002948 | -0.68 (-0.80: -0.55) | <0.001* | Descending |
| 2022 | -0.0011957 | -0.27 (-0.58 : 0.03) | 0.076 | Stationary |
| LETHALITY | ||||
| 2020 | -0.0019347 | -0.44 (-0.57 : -0.32) | <0.001* | Descending |
| 2021 | -0.0008737 | -0.20 (-0.29 : -0.11) | <0.001* | Descending |
| 2022 | -0.0000461 | -0.01 (-0.39 : 0.37) | 0.957 | Stationary |
| INCIDENCE | ||||
| 2020 | 0.0084347 | 1.96 (1.26 : 2.67) | <0.001* | Growing |
| 2021 | -0.0020619 | -0.47 (-0.56 : -0.38) | <0.001* | Descending |
| 2022 | -0.0020398 | -0.47 (-1.20 : 0.27) | 0.209 | Stationary |
| MINAS GERAIS | ||||
| MORTALITY | ||||
| 2020 | 0.0063002 | 1.46 (1.03 : 1.90) | <0.001* | Growing |
| 2021 | -0.0041913 | -0.96 (-1.25 : -0.67) | <0.001* | Descending |
| 2022 | -0.002702 | -0.62 (-1.07 : -0.16) | 0.008* | Descending |
| LETHALITY | ||||
| 2020 | -0.0008331 | -0.19 (-0.31 : -0.07) | 0.002* | Descending |
| 2021 | -0.0008216 | -0.19 (-0.29 : -0.09) | <0.001* | Descending |
| 2022 | 0.0059761 | 1.39 (1.11 : 1.66) | <0.001* | Growing |
| INCIDENCE | ||||
| 2020 | 0.0122493 | 2.86 (2.26 : 3.46) | <0.001* | Growing |
| 2021 | -0.0034395 | -0.79 (-0.93 : -0.65) | <0.001* | Descending |
| 2022 | -0.0078885 | -1.80 (-2.35 : -1.25) | <0.001* | Descending |
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