Risk of SARS-CoV-2 Reinfections Among Healthcare Workers of Four Large University Hospitals in Northern Italy: Results of an Online Survey Within the ORCHESTRA Project
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design, and Sample and Data Collection
2.2. Statistical Analysis
3. Results
4. Discussion
Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
SARS-CoV-2 | Severe Acute Respiratory Syndrome Coronavirus 2 |
COVID-19 | Coronavirus Disease 2019 |
HCWs | Healthcare Workers |
RT-PCR | Reverse Transcription-Polymerase Chain Reaction |
ICU | Intensive Care Unit |
BMI | Body Mass Index |
adjOR | Adjusted Odds Ratio |
CI | Confidence Interval |
BI | Breakthrough Infection |
SPSS | Statistical Package for the Social Sciences |
ASUGI | Azienda Sanitaria Universitaria Giuliano-Isontina |
ORCHESTRA | Connecting European Cohorts to Increase Common and Effective Response to SARS-CoV-2 Pandemic |
References
- Amit, S.; Beni, S.A.; Biber, A.; Grinberg, A.; Leshem, E.; Regev-Yochay, G. Postvaccination COVID-19 among Healthcare Workers, Israel. Emerg. Infect. Dis. 2021, 27, 1220–1222. [Google Scholar] [CrossRef]
- Dooling, K.; McClung, N.; Chamberland, M.; Marin, M.; Wallace, M.; Bell, B.P.; Lee, G.M.; Talbot, H.K.; Romero, J.R.; Oliver, S.E. The Advisory Committee on Immunization Practices’ Interim Recommendation for Allocating Initial Supplies of COVID-19 Vaccine—United States, 2020. MMWR Morb. Mortal. Wkly. Rep. 2020, 69, 1857–1859. [Google Scholar] [CrossRef]
- Gómez-Ochoa, S.A.; Franco, O.H.; Rojas, L.Z.; Raguindin, P.F.; Roa-Díaz, Z.M.; Wyssmann, B.M.; Guevara, S.L.R.; Echeverría, L.E.; Glisic, M.; Muka, T. COVID-19 in Health-Care Workers: A Living Systematic Review and Meta-Analysis of Prevalence, Risk Factors, Clinical Characteristics, and Outcomes. Am. J. Epidemiol. 2021, 190, 161–175. [Google Scholar] [CrossRef]
- Chen, W.; Huang, Y. To Protect Health Care Workers Better, to Save More Lives with COVID-19. Anesth. Analg. 2020, 131, 97. [Google Scholar] [CrossRef]
- Bergwerk, M.; Gonen, T.; Lustig, Y.; Amit, S.; Lipsitch, M.; Cohen, C.; Mandelboim, M.; Levin, E.G.; Rubin, C.; Indenbaum, V.; et al. COVID-19 Breakthrough Infections in Vaccinated Health Care Workers. N. Engl. J. Med. 2021, 385, 1474–1484. [Google Scholar] [CrossRef]
- Menni, C.; Klaser, K.; May, A.; Polidori, L.; Capdevila, J.; Louca, P.; Sudre, C.H.; Nguyen, L.H.; Drew, D.A.; Merino, J.; et al. Vaccine Side-Effects and SARS-CoV-2 Infection after Vaccination in Users of the COVID Symptom Study App in the UK: A Prospective Observational Study. Lancet Infect. Dis. 2021, 21, 939–949. [Google Scholar] [CrossRef] [PubMed]
- Birhane, M.; Bressler, S.; Chang, G.; Clark, T.; Dorough, L.; Fischer, M.; Watkins, L.F.; Goldstein, J.M.; Kugeler, K.; Langley, G.; et al. COVID-19 Vaccine Breakthrough Infections Reported to CDC—United States, January 1–April 30, 2021. MMWR Morb. Mortal. Wkly. Rep. 2021, 70, 792–793. [Google Scholar] [CrossRef]
- Porru, S.; Monaco, M.G.L.; Spiteri, G.; Carta, A.; Pezzani, M.D.; Lippi, G.; Gibellini, D.; Tacconelli, E.; Dalla Vecchia, I.; Sala, E.; et al. SARS-CoV-2 Breakthrough Infections: Incidence and Risk Factors in a Large European Multicentric Cohort of Health Workers. Vaccines 2022, 10, 1193. [Google Scholar] [CrossRef] [PubMed]
- Hall, V.J.; Foulkes, S.; Charlett, A.; Atti, A.; Monk, E.J.M.; Simmons, R.; Wellington, E.; Cole, M.J.; Saei, A.; Oguti, B.; et al. SARS-CoV-2 Infection Rates of Antibody-Positive Compared with Antibody-Negative Health-Care Workers in England: A Large, Multicentre, Prospective Cohort Study (SIREN). Lancet 2021, 397, 1459–1469. [Google Scholar] [CrossRef]
- Violán, C.; Carrasco-Ribelles, L.A.; Collatuzzo, G.; Ditano, G.; Abedini, M.; Janke, C.; Reinkemeyer, C.; Giang, L.T.T.; Liviero, F.; Scapellato, M.L.; et al. Multimorbidity and Serological Response to SARS-CoV-2 Nine Months after 1st Vaccine Dose: European Cohort of Healthcare Workers—Orchestra Project. Vaccines 2023, 11, 1340. [Google Scholar] [CrossRef]
- Spiteri, G.; D’Agostini, M.; Abedini, M.; Ditano, G.; Collatuzzo, G.; Boffetta, P.; Vimercati, L.; Sansone, E.; De Palma, G.; Modenese, A.; et al. Protective Role of SARS-CoV-2 Anti-S IgG against Breakthrough Infections among European Healthcare Workers during Pre and Post-Omicron Surge-ORCHESTRA Project. Infection 2024, 52, 1347–1356. [Google Scholar] [CrossRef]
- Sotoodeh Ghorbani, S.; Taherpour, N.; Bayat, S.; Ghajari, H.; Mohseni, P.; Hashemi Nazari, S.S. Epidemiologic Characteristics of Cases with Reinfection, Recurrence, and Hospital Readmission Due to COVID-19: A Systematic Review and Meta-analysis. J. Med. Virol. 2022, 94, 44–53. [Google Scholar] [CrossRef]
- Flacco, M.E.; Acuti Martellucci, C.; Baccolini, V.; De Vito, C.; Renzi, E.; Villari, P.; Manzoli, L. COVID-19 Vaccines Reduce the Risk of SARS-CoV-2 Reinfection and Hospitalization: Meta-Analysis. Front. Med. 2022, 9, 1023507. [Google Scholar] [CrossRef] [PubMed]
- Monaco, M.G.L.; Spiteri, G.; Caliskan, G.; Lotti, V.; Carta, A.; Gibellini, D.; Verlato, G.; Porru, S. SARS-CoV-2 and Its Variants in Thrice-Infected Health Workers: A Case Series from an Italian University Hospital. Viruses 2022, 14, 2536. [Google Scholar] [CrossRef]
- Wack, M.; Péré, H.; Demory-Guinet, N.; Kassis-Chikhani, N.; Janot, L.; Vedie, B.; Izquierdo, L.; Bélec, L.; Veyer, D. No SARS-CoV-2 Reinfection among Staff Health-Care Workers: Prospective Hospital-Wide Screening during the First and Second Waves in Paris. J. Clin. Virol. 2021, 145, 104999. [Google Scholar] [CrossRef]
- Racine, É.; Boivin, G.; Longtin, Y.; McCormack, D.; Decaluwe, H.; Savard, P.; Cheng, M.P.; Hamelin, M.-È.; Carbonneau, J.; Tadount, F.; et al. The REinfection in COVID-19 Estimation of Risk (RECOVER) Study: Reinfection and Serology Dynamics in a Cohort of Canadian Healthcare Workers. Influenza Other Respir. Viruses 2022, 16, 916–925. [Google Scholar] [CrossRef]
- Malhotra, S.; Mani, K.; Lodha, R.; Bakhshi, S.; Mathur, V.P.; Gupta, P.; Kedia, S.; Sankar, M.J.; Kumar, P.; Kumar, A.; et al. COVID-19 Infection, and Reinfection, and Vaccine Effectiveness against Symptomatic Infection among Health Care Workers in the Setting of Omicron Variant Transmission in New Delhi, India. Lancet Reg. Health 2022, 3, 100023. [Google Scholar] [CrossRef]
- Ma, X.; Wang, Z.; Chen, Y.; Li, Z. The Symptoms and Interval of Omicron SARS-CoV-2 Reinfection among Healthcare Workers in a Hospital of Southern China: A Cross-Sectional Study. BMC Infect. Dis. 2024, 24, 354. [Google Scholar] [CrossRef]
- Uraki, R.; Ito, M.; Furusawa, Y.; Yamayoshi, S.; Iwatsuki-Horimoto, K.; Adachi, E.; Saito, M.; Koga, M.; Tsutsumi, T.; Yamamoto, S.; et al. Humoral Immune Evasion of the Omicron Subvariants BQ.1.1 and XBB. Lancet Infect. Dis. 2023, 23, 30–32. [Google Scholar] [CrossRef]
- Hlatshwako, T.G.; Shah, S.J.; Kosana, P.; Adebayo, E.; Hendriks, J.; Larsson, E.C.; Hensel, D.J.; Erausquin, J.T.; Marks, M.; Michielsen, K.; et al. Online Health Survey Research during COVID-19. Lancet Digit. Health 2021, 3, e76–e77. [Google Scholar] [CrossRef] [PubMed]
- Yahav, D.; Yelin, D.; Eckerle, I.; Eberhardt, C.S.; Wang, J.; Cao, B.; Kaiser, L. Definitions for Coronavirus Disease 2019 Reinfection, Relapse and PCR Re-Positivity. Clin. Microbiol. Infect. 2021, 27, 315–318. [Google Scholar] [CrossRef]
- Liviero, F.; Volpin, A.; Furlan, P.; Battistella, M.; Broggio, A.; Fabris, L.; Favretto, F.; Mason, P.; Cocchio, S.; Cozzolino, C.; et al. The Impact of SARS-CoV-2 on Healthcare Workers of a Large University Hospital in the Veneto Region: Risk of Infection and Clinical Presentation in Relation to Different Pandemic Phases and Some Relevant Determinants. Front. Public Health 2023, 11, 1250911. [Google Scholar] [CrossRef]
- Tian, C.; Lovrics, O.; Vaisman, A.; Chin, K.J.; Tomlinson, G.; Lee, Y.; Englesakis, M.; Parotto, M.; Singh, M. Risk Factors and Protective Measures for Healthcare Worker Infection during Highly Infectious Viral Respiratory Epidemics: A Systematic Review and Meta-Analysis. Infect. Control Hosp. Epidemiol. 2022, 43, 639–650. [Google Scholar] [CrossRef] [PubMed]
- Plebani, M.; Padoan, A.; Fedeli, U.; Schievano, E.; Vecchiato, E.; Lippi, G.; Cascio, G.L.; Porru, S.; Palù, G. SARS-CoV-2 Serosurvey in Health Care Workers of the Veneto Region. Clin. Chem. Lab. Med. 2020, 58, 2107–2111. [Google Scholar] [CrossRef] [PubMed]
- Lastrucci, V.; Lorini, C.; Del Riccio, M.; Gori, E.; Chiesi, F.; Sartor, G.; Zanella, B.; Boccalini, S.; Bechini, A.; Puggelli, F.; et al. SARS-CoV-2 Seroprevalence Survey in People Involved in Different Essential Activities during the General Lock-Down Phase in the Province of Prato (Tuscany, Italy). Vaccines 2020, 8, 778. [Google Scholar] [CrossRef] [PubMed]
- Martin, C.A.; Pan, D.; Melbourne, C.; Teece, L.; Aujayeb, A.; Baggaley, R.F.; Bryant, L.; Carr, S.; Gregary, B.; Gupta, A.; et al. Risk Factors Associated with SARS-CoV-2 Infection in a Multiethnic Cohort of United Kingdom Healthcare Workers (UK-REACH): A Cross-Sectional Analysis. PLoS Med. 2022, 19, e1004015. [Google Scholar] [CrossRef]
- Pascucci, D.; Grossi, A.; Lontano, A.; Marziali, E.; Nurchis, M.C.; Grassi, V.M.; Raponi, M.; Vetrugno, G.; Capelli, G.; Calabrò, G.E.; et al. Risk of Infection and Duration of Protection after the Booster Dose of the Anti-SARS-CoV-2 Vaccine BNT162b2 among Healthcare Workers in a Large Teaching Hospital in Italy: Results of an Observational Study. Vaccines 2023, 11, 25. [Google Scholar] [CrossRef]
- Sabetian, G.; Moghadami, M.; Haghighi, L.H.F.; Shahriarirad, R.; Fallahi, M.J.; Asmarian, N.; Moeini, Y.S. COVID-19 Infection among Healthcare Workers: A Cross-Sectional Study in Southwest Iran. Virol. J. 2021, 18, 58. [Google Scholar] [CrossRef]
- La Torre, G.; Paglione, G.; Barone, L.C.; Cammalleri, V.; Faticoni, A.; Marte, M.; Pocino, R.N.; Previte, C.M.; Bongiovanni, A.; Colaprico, C.; et al. Evaluation of the Factors Associated with Reinfections towards SARS-CoV-2 Using a Case Control Design. J. Clin. Med. 2023, 12, 3861. [Google Scholar] [CrossRef]
- Modenese, A.; Casolari, L.; Rossi, G.; Della Vecchia, E.; Glieca, F.; D’Elia, C.; Garavini, D.; Righi, E.; Mariani, S.; Venturelli, L.; et al. Factors Associated with SARS-CoV-2 Infection Risk among Healthcare Workers of an Italian University Hospital. Healthcare 2021, 9, 1495. [Google Scholar] [CrossRef]
- de Lusignan, S.; Dorward, J.; Correa, A.; Jones, N.; Akinyemi, O.; Amirthalingam, G.; Andrews, N.; Byford, R.; Dabrera, G.; Elliot, A.; et al. Risk Factors for SARS-CoV-2 among Patients in the Oxford Royal College of General Practitioners Research and Surveillance Centre Primary Care Network: A Cross-Sectional Study. Lancet Infect. Dis. 2020, 20, 1034–1042. [Google Scholar] [CrossRef]
- Kurra, N.C.; Sriram, K.; Gandrakota, N.; Nagarajan, J.S.; Khasnavis, S.; Ramakrishnan, M.; Dalal, S.; Irfan, S.A.; Khan, S.; Jk, H.; et al. Frontliners on the Move: A Quantitative Analysis of the Prevalence of COVID-19 Reinfection Among Healthcare Workers. Cureus 2022, 14, e24652. [Google Scholar] [CrossRef] [PubMed]
- Guedes, A.R.; Oliveira, M.S.; Tavares, B.M.; Luna-Muschi, A.; Lazari, C.D.S.; Montal, A.C.; de Faria, E.; Maia, F.L.; Barboza, A.D.S.; Leme, M.D.; et al. Reinfection Rate in a Cohort of Healthcare Workers over 2 Years of the COVID-19 Pandemic. Sci. Rep. 2023, 13, 712. [Google Scholar] [CrossRef] [PubMed]
- Piazza, M.F.; Amicizia, D.; Marchini, F.; Astengo, M.; Grammatico, F.; Battaglini, A.; Sticchi, C.; Paganino, C.; Lavieri, R.; Andreoli, G.B.; et al. Who Is at Higher Risk of SARS-CoV-2 Reinfection? Results from a Northern Region of Italy. Vaccines 2022, 10, 1885. [Google Scholar] [CrossRef]
- İskender, G.; Mert, D.; Avşar, Z.; Kölgelier, S.; Ertek, M. COVID-19 Infection among Healthcare Workers in an Oncology Hospital. J. Infect. Dev. Ctries. 2023, 17, 1246–1254. [Google Scholar] [CrossRef] [PubMed]
- Malhotra, S.; Mani, K.; Lodha, R.; Bakhshi, S.; Mathur, V.P.; Gupta, P.; Kedia, S.; Sankar, J.; Kumar, P.; Kumar, A.; et al. SARS-CoV-2 Reinfection Rate and Estimated Effectiveness of the Inactivated Whole Virion Vaccine BBV152 Against Reinfection Among Health Care Workers in New Delhi, India. JAMA Netw. Open 2022, 5, e2142210. [Google Scholar] [CrossRef]
- Goga, A.; Bekker, L.-G.; Garrett, N.; Reddy, T.; Yende-Zuma, N.; Fairall, L.; Moultrie, H.; Takalani, A.; Trivella, V.; Faesen, M.; et al. Breakthrough SARS-CoV-2 Infections during Periods of Delta and Omicron Predominance, South Africa. Lancet 2022, 400, 269–271. [Google Scholar] [CrossRef]
- De Maria, L.; Delvecchio, G.; Sponselli, S.; Cafaro, F.; Caputi, A.; Giannelli, G.; Stefanizzi, P.; Bianchi, F.P.; Stufano, A.; Tafuri, S.; et al. SARS-CoV-2 Infections, Re-Infections and Clinical Characteristics: A Two-Year Retrospective Study in a Large University Hospital Cohort of Vaccinated Healthcare Workers. J. Clin. Med. 2023, 12, 6800. [Google Scholar] [CrossRef]
- Veronica, F.; Anne, R.; Christopher, B.; Kenneth, C.; Jon, R. Incidence of COVID-19 Recurrence among Large Cohort of Healthcare Employees. Ann. Epidemiol. 2021, 60, 8–14. [Google Scholar] [CrossRef]
- Barrett, E.S.; Horton, D.B.; Roy, J.; Xia, W.; Greenberg, P.; Andrews, T.; Gennaro, M.L.; Parmar, V.; Russell, W.D.; Reilly, N.; et al. Risk Factors for Severe Acute Respiratory Syndrome Coronavirus 2 Infection in Hospital Workers: Results from a Screening Study in New Jersey, United States in Spring 2020. Open Forum Infect. Dis. 2020, 7, ofaa534. [Google Scholar] [CrossRef]
- Nguyen, L.H.; Drew, D.A.; Graham, M.S.; Joshi, A.D.; Guo, C.-G.; Ma, W.; Mehta, R.S.; Warner, E.T.; Sikavi, D.R.; Lo, C.-H.; et al. Risk of COVID-19 among Front-Line Health-Care Workers and the General Community: A Prospective Cohort Study. Lancet Public Health 2020, 5, e475–e483. [Google Scholar] [CrossRef]
- Murillo-Zamora, E.; Trujillo, X.; Huerta, M.; Ríos-Silva, M.; Aguilar-Sollano, F.; Mendoza-Cano, O. Symptomatic SARS-CoV-2 Reinfection: Healthcare Workers and Immunosuppressed Individuals at High Risk. BMC Infect. Dis. 2021, 21, 923. [Google Scholar] [CrossRef]
- Nieto, M.A.; Caballero, N.; Remolina, C.I.; Moreno, S.; Vega, D.; Quintero, J. Incidence and Risk Factors Related to SARS-CoV-2 Infection, Reinfection, and Seroconversion: Analysis of a Healthcare Workers Cohort from a University Hospital in Colombia. IJID Reg. 2023, 9, 63–71. [Google Scholar] [CrossRef]
- Karimi, Y.; Abdollahi, A.; Ahmadi, S.A.Y.; Riahi, T.; Kalantari, S.; Nafissi, N.; Shokri, S.; Baradaran, H.R.; Goodarzi, A. COVID-19 Reinfection in Healthcare Workers: An Original Comprehensive Longitudinal Study. Res. Sq. 2023. [Google Scholar] [CrossRef]
- Ren, X.; Zhou, J.; Guo, J.; Hao, C.; Zheng, M.; Zhang, R.; Huang, Q.; Yao, X.; Li, R.; Jin, Y. Reinfection in Patients with COVID-19: A Systematic Review. Glob. Health Res. Policy 2022, 7, 12. [Google Scholar] [CrossRef] [PubMed]
- Chivu, C.-D.; Crăciun, M.-D.; Pițigoi, D.; Aramă, V.; Luminos, M.L.; Jugulete, G.; Nițescu, V.G.; Lescaie, A.; Apostolescu, C.G.; Streinu Cercel, A. Hybrid Immunity and the Incidence of SARS-CoV-2 Reinfections during the Omicron Era in Frontline Healthcare Workers. Vaccines 2024, 12, 682. [Google Scholar] [CrossRef]
- Zhu, H.; Fu, L.; Jin, Y.; Shao, J.; Zhang, S.; Zheng, N.; Fan, L.; Yu, Z.; Ying, J.; Hu, Y.; et al. Clinical Features of COVID-19 Convalescent Patients with Re-positive Nucleic Acid Detection. J. Clin. Lab. Anal. 2020, 34, e23392. [Google Scholar] [CrossRef] [PubMed]
- Lu, J.; Peng, J.; Xiong, Q.; Liu, Z.; Lin, H.; Tan, X.; Kang, M.; Yuan, R.; Zeng, L.; Zhou, P.; et al. Clinical, Immunological and Virological Characterization of COVID-19 Patients That Test Re-Positive for SARS-CoV-2 by RT-PCR. eBioMedicine 2020, 59, 102960. [Google Scholar] [CrossRef]
- Tian, M.; Long, Y.; Hong, Y.; Zhang, X.; Zha, Y. The Treatment and Follow-up of ‘Recurrence’ with Discharged COVID-19 Patients: Data from Guizhou, China. Environ. Microbiol. 2020, 22, 3588–3592. [Google Scholar] [CrossRef]
- Chen, S.-L.; Xu, H.; Feng, H.-Y.; Sun, J.-F.; Li, X.; Zhou, L.; Song, W.-L.; Huang, S.-S.; He, J.-L.; Deng, Y.-Y.; et al. Epidemiological and Clinical Findings of Short-Term Recurrence of Severe Acute Respiratory Syndrome Coronavirus 2 Ribonucleic Acid Polymerase Chain Reaction Positivity in 1282 Discharged Coronavirus Disease 2019 Cases: A Multicenter, Retrospective, Observational Study. Open Forum Infect. Dis. 2020, 7, ofaa432. [Google Scholar] [CrossRef]
- Lewis, N.; Chambers, L.C.; Chu, H.T.; Fortnam, T.; De Vito, R.; Gargano, L.M.; Chan, P.A.; McDonald, J.; Hogan, J.W. Effectiveness Associated with Vaccination After COVID-19 Recovery in Preventing Reinfection. JAMA Netw. Open 2022, 5, e2223917. [Google Scholar] [CrossRef]
- Murugesan, M.; Mathews, P.; Paul, H.; Karthik, R.; Mammen, J.J.; Rupali, P. Protective Effect Conferred by Prior Infection and Vaccination on COVID-19 in a Healthcare Worker Cohort in South India. PLoS ONE 2022, 17, e0268797. [Google Scholar] [CrossRef] [PubMed]
- Pilz, S.; Theiler-Schwetz, V.; Trummer, C.; Krause, R.; Ioannidis, J.P.A. SARS-CoV-2 Reinfections: Overview of Efficacy and Duration of Natural and Hybrid Immunity. Environ. Res. 2022, 209, 112911. [Google Scholar] [CrossRef]
- Goldberg, Y.; Mandel, M.; Bar-On, Y.M.; Bodenheimer, O.; Freedman, L.S.; Ash, N.; Alroy-Preis, S.; Huppert, A.; Milo, R. Protection and Waning of Natural and Hybrid Immunity to SARS-CoV-2. N. Engl. J. Med. 2022, 386, 2201–2212. [Google Scholar] [CrossRef]
- Hall, V.; Foulkes, S.; Insalata, F.; Kirwan, P.; Saei, A.; Atti, A.; Wellington, E.; Khawam, J.; Munro, K.; Cole, M.; et al. Protection against SARS-CoV-2 after COVID-19 Vaccination and Previous Infection. N. Engl. J. Med. 2022, 386, 1207–1220. [Google Scholar] [CrossRef]
- Golshahi, F.; Siami, Z.; Feizabad, E.; Rajabzadeh, S.; Zarinjooie, S.; Albaji, M.; Mabadi, A.; Azarnoush, A.; Nazemi, P. Severity of SARS-CoV-2 Reinfection in Vaccinated Healthcare Workers. Iran. J. Microbiol. 2023, 15, 196–200. [Google Scholar] [CrossRef]
- Song, X.-D.; Gao, H.-X.; Tan, H.; Xie, Y.-Y.; Zhang, X.; Zhang, C.-M.; Wang, Y.-L.; Dai, E.-H. Prevalence of Infection and Reinfection among Health Care Workers in a Hospital of Northern China between BA.5/BF.7 and XBB.1.5 Wave. Am. J. Infect. Control 2024, 53, 228–238. [Google Scholar] [CrossRef]
- Porru, S.; Monaco, M.G.L.; Spiteri, G.; Carta, A.; Caliskan, G.; Violán, C.; Torán-Monserrat, P.; Vimercati, L.; Tafuri, S.; Boffetta, P.; et al. Incidence and Determinants of Symptomatic and Asymptomatic SARS-CoV-2 Breakthrough Infections After Booster Dose in a Large European Multicentric Cohort of Health Workers-ORCHESTRA Project. J. Epidemiol. Glob. Health 2023, 13, 577–588. [Google Scholar] [CrossRef] [PubMed]
- Wei, J.; Stoesser, N.; Matthews, P.C.; Khera, T.; Gethings, O.; Diamond, I.; Studley, R.; Taylor, N.; Peto, T.E.A.; Walker, A.S.; et al. Risk of SARS-CoV-2 Reinfection during Multiple Omicron Variant Waves in the UK General Population. Nat. Commun. 2024, 15, 1008. [Google Scholar] [CrossRef] [PubMed]
- Deng, J.; Ma, Y.; Liu, Q.; Du, M.; Liu, M.; Liu, J. Severity and Outcomes of SARS-CoV-2 Reinfection Compared with Primary Infection: A Systematic Review and Meta-Analysis. Int. J. Environ. Res. Public Health 2023, 20, 3335. [Google Scholar] [CrossRef]
- Nguyen, N.N.; Nguyen, Y.N.; Hoang, V.T.; Million, M.; Gautret, P. SARS-CoV-2 Reinfection and Severity of the Disease: A Systematic Review and Meta-Analysis. Viruses 2023, 15, 967. [Google Scholar] [CrossRef] [PubMed]
- A Meta-Analysis of Response Rates in Web- or Internet-Based Surveys—Colleen Cook, Fred Heath, Russel L. Thompson, 2000. Available online: https://journals.sagepub.com/doi/abs/10.1177/00131640021970934?journalCode=epma (accessed on 9 November 2024).
Total Subjects n = 5777 | Total Subjects n = 5777 | ||||
---|---|---|---|---|---|
n | (%) | n | (%) | ||
Sex | Job Title | ||||
Female | 4349 | (75.3) | Physicians | 697 | (12.1) |
Male | 1363 | (23.6) | Residents | 544 | (9.4) |
nr | 65 | (1.1) | Nurses | 1937 | (33.5) |
Age (mean ± SD) | 45.5 ± 12.1 | Allied health professionals | 547 | (9.5) | |
Age class | Medical technician | 271 | (4.7) | ||
≤30 | 915 | (15.8) | Obstetrician | 48 | (0.8) |
31–49 | 1869 | (32.4) | Pharmacist | 36 | (0.6) |
>50 | 2042 | (35.3) | Psychologist | 56 | (1.0) |
nr | 951 | (16.5) | Physiotherapist | 106 | (1.8) |
Country of birth | Student | 251 | (4.3) | ||
Italy | 5474 | (94.8) | Laboratory personnel | 159 | (2.8) |
Other Country UE | 108 | (1.9) | Administrative personnel | 531 | (9.2) |
Other Country extra UE | 115 | (2.0) | Other | 360 | (6.2) |
nr | 80 | (1.4) | nr | 234 | (4.1) |
Ethnicity | Prevalent Hospital ward * | ||||
Caucasian | 4512 | (78.1) | COVID-19 outpatient clinics | 129 | (2.2) |
Hispanic or Latin | 428 | (7.4) | Non COVID-19 outpatient clinics | 1002 | (17.3) |
African | 15 | (0.3) | Low-intensity COVID-19 wards | 659 | (11.4) |
Asian | 10 | (0.2) | High-intensity COVID-19 wards | 625 | (10.8) |
Arabic | 8 | (0.1) | Non COVID-19 wards | 1515 | (26.2) |
Another Ethnicity | 102 | (1.8) | Surgical room | 545 | (9.4) |
nr | 702 | (12.2) | Office | 861 | (14.9) |
Marital Status | No. of SARS-CoV-2 infections | ||||
Single | 1751 | (30.3) | 0 | 2978 | (51.5) |
Married | 2562 | (44.3) | 1 | 2484 | (43.0) |
Cohabitant | 746 | (12.9) | 2 | 276 | (4.8) |
Divorced | 495 | (8.6) | 3 | 27 | (0.5) |
nr | 223 | (3.9) | nr | 12 | (0.2) |
Level of education | COVID-19 Vaccinations | ||||
Secondary school diploma | 338 | (5.9) | yes | 5338 | (92.4) |
High school Diploma | 1607 | (27.8) | no | 24 | (0.4) |
Degree | 2357 | (40.8) | nr | 415 | (7.2) |
Postgraduate Education | 1250 | (21.6) | Vaccine doses COVID-19 | ||
nr | 225 | (3.9) | 0 | 24 | (0.4) |
BMI (mean ± SD) | 24.0 ± 4.5 | 1 | 17 | (0.3) | |
BMI | 2 | 281 | (4.9) | ||
Underweight (<18.5) | 223 | (3.9) | 3 | 5020 | (86.9) |
Normal Weight (18.5–24.9) | 3428 | (59.3) | 4 | 17 | (0.3) |
Overweight (25.0–29.9) | 1282 | (22.2) | nr | 418 | (7.2) |
Obesity (≥30) | 537 | (9.3) | University Hospital | ||
nr | 307 | (5.3) | Modena | 255 | (4.4) |
Smoker | Padova | 1206 | (20.9) | ||
Yes | 1549 | (26.8) | Trieste | 1082 | (18.7) |
Former | 552 | (9.6) | Verona | 3234 | (56.0) |
Never | 3596 | (62.2) | |||
nr | 80 | (1.4) | |||
At least one comorbidity | 1355 | (23.5) | |||
Diabetes | 101 | (1.7) | |||
Cardiovascular | 545 | (9.4) | |||
Respiratory chronic | 200 | (3.5) | |||
Neurological | 123 | (2.1) | |||
Psychiatric | 113 | (2.0) | |||
Autoimmune/rheumatological | 381 | (6.6) | |||
Chronic kidney | 35 | (0.6) | |||
Chronic liver | 57 | (1.0) | |||
Immunosuppressive conditions | 156 | (2.7) |
Total | Subjects with at Least One Infection n = 2787 | Subjects with Reinfections n = 303 | |||||||
---|---|---|---|---|---|---|---|---|---|
n = 5777 | n | (%) | adjOR (95% CI) | p | n | (%) | adjOR (95%CI) | p | |
Sex | |||||||||
Female | 4349 | 2129 | (49.0) | 0.99 (0.86–1.15) | 0.920 | 238 | (5.5) | 0.94 (0.68–1.3) | 0.699 |
Male | 1363 | 658 | (48.3) | ref | 65 | (4.8) | ref | ||
Age class | |||||||||
≤30 | 915 | 486 | (53.1) | 1.64 (1.35–1.99) | 0.000 | 62 | (6.8) | 1.94 (1.29–2.93) | 0.002 |
31–49 | 1869 | 1014 | (54.3) | 1.63 (1.42–1.87) | 0.000 | 99 | (5.3) | 1.32 (0.96–1.81) | 0.084 |
>50 | 2042 | 861 | (42.2) | ref | 88 | (4.3) | ref | ||
BMI categories | |||||||||
Underweight | 223 | 99 | (44.4) | 0.83 (0.61–1.12) | 0.226 | 62 | (27.8) | 0.44 (0.18–1.09) | 0.077 |
Normal Weight | 3428 | 1682 | (49.1) | ref | 196 | (5.7) | ref | ||
Overweight | 1282 | 642 | (50.1) | 1.05 (0.91–1.22) | 0.519 | 6 | (0.5) | 0.73 (0.52–1.03) | 0.075 |
Obesity | 537 | 256 | (47.7) | 0.98 (0.80–1.21) | 0.881 | 28 | (5.2) | 0.8 (0.50–1.28) | 0.346 |
Smoker | |||||||||
Yes | 1549 | 764 | (49.3) | 0.94 (0.82–1.08) | 0.361 | 78 | (5.0) | 0.82 (0.60–1.12) | 0.216 |
Former | 552 | 267 | (48.4) | 1.12 (0.91–1.39) | 0.276 | 32 | (5.8) | 1.31 (0.85–2.03) | 0.228 |
Never | 3596 | 1756 | (48.8) | ref | 193 | (5.4) | ref | ||
Job title | |||||||||
Physicians | 697 | 334 | (47.9) | 1.07 (0.86–1.33) | 0.567 | 28 | (4.0) | 0.98 (0.56–1.71) | 0.935 |
Residents | 544 | 318 | (58.5) | 1.27 (0.94–1.71) | 0.123 | 32 | (5.9) | 0.79 (0.38–1.62) | 0.514 |
Nurses | 1937 | 1053 | (54.4) | 1.47 (1.24–1.75) | 0.000 | 134 | (6.9) | 1.71 (1.13–2.61) | 0.012 |
Allied health professionals | 547 | 270 | (49.4) | 1.25 (0.99–1.59) | 0.064 | 38 | (6.9) | 1.85 (1.09–3.13) | 0.023 |
Other health personnel | 768 | 343 | (44.7) | 0.94 (0.76–1.17) | 0.578 | 30 | (3.9) | 0.73 (0.42–1.27) | 0.266 |
Other non-health personnel | 1050 | 442 | (42.1) | ref | 38 | (3.6) | ref | ||
Comorbidities | |||||||||
Diabetes | 101 | 49 | (48.5) | 1.27 (0.82–1.97) | 0.282 | 6 | (5.9) | 1.45 (0.57–3.68) | 0.440 |
Cardiovascular | 545 | 232 | (42.6) | 0.86 (0.7–1.06) | 0.161 | 24 | (4.4) | 0.9 (0.54–1.47) | 0.663 |
Respiratory chronic | 200 | 114 | (57.0) | 1.57 (1.13–2.18) | 0.007 | 22 | (11.0) | 2.19 (1.28–3.72) | 0.004 |
Neurological | 123 | 59 | (48.0) | 1.03 (0.67–1.58) | 0.894 | 8 | (6.5) | 1.02 (0.4–2.58) | 0.965 |
Psychiatric | 113 | 62 | (54.9) | 1.23 (0.81–1.86) | 0.341 | 3 | (2.7) | 0.40 (0.10–1.66) | 0.210 |
Autoimmune/rheumatological | 381 | 189 | (49.6) | 1.06 (0.83–1.35) | 0.662 | 23 | (6.0) | 1.32 (0.81–2.16) | 0.264 |
Chronic kidney | 35 | 23 | (65.7) | 2.28 (1.06–4.9) | 0.035 | 2 | (5.7) | 0.81 (0.11–6.10) | 0.837 |
Chronic liver | 57 | 23 | (40.4) | 0.8 (0.43–1.52) | 0.501 | 2 | (3.5) | 0.98 (0.23–4.16) | 0.981 |
Immunosuppressive conditions | 156 | 68 | (43.6) | 0.85 (0.58–1.23) | 0.384 | 9 | (5.8) | 1.18 (0.55–2.56) | 0.670 |
Hospital wards | |||||||||
COVID-19 outpatient clinics | 129 | 70 | (54.3) | 1.07 (0.73–1.57) | 0.738 | 4 | (3.1) | 0.56 (0.2–1.56) | 0.271 |
COVID-19 inpatient wards | 1150 | 651 | (56.6) | 1.17 (1.01–1.37) | 0.038 | 87 | (7.6) | 1.43 (1.06–1.93) | 0.020 |
University Hospital | |||||||||
Modena | 255 | 158 | (62.0) | 1.68 (1.17–2.4) | 0.005 | 19 | (7.5) | 2.13 (1.01–4.48) | 0.046 |
Padova | 1206 | 645 | (53.5) | 1.35 (1.16–1.56) | 0.000 | 60 | (5.0) | 0.96 (0.69–1.34) | 0.826 |
Trieste | 1082 | 560 | (51.8) | 1.47 (1.25–1.73) | 0.000 | 68 | (6.3) | 1.42 (1.01–2.01) | 0.042 |
Verona | 3234 | 1424 | (44.0) | ref | 156 | (4.8) | ref |
Total n = 3117 | Reinfections n = 330 | adjOR (95%CI) | p | ||
---|---|---|---|---|---|
n | n. | (%) | |||
Hospital ward where infections were contracted | |||||
Office | 374 | 38 | (10.2) | ref | |
Non-COVID-19 outpatient clinics | 409 | 38 | (9.3) | 1.03 (0.63–1.67) | 0.909 |
COVID-19 outpatient clinics | 41 | 7 | (17.1) | 2.22 (0.87–5.64) | 0.094 |
Non-COVID-19 hospital ward | 751 | 89 | (11.9) | 1.39 (0.92–2.11) | 0.120 |
Low-intensity COVID-19 wards | 209 | 26 | (12.4) | 1.63 (0.94–2.84) | 0.083 |
High-intensity COVID-19 wards | 166 | 26 | (15.7) | 1.91 (1.09–3.35) | 0.023 |
Surgical room | 138 | 11 | (8.0) | 0.91 (0.44–1.87) | 0.799 |
Others | 1029 | 95 | (9.2) | 1 (0.66–1.5) | 0.990 |
Phase in which infections occurred | |||||
Phase 1 | 167 | 0 | (0.0) | ||
Phase 2 | 431 | 12 | (2.8) | ref | |
Phase 3 | 109 | 9 | (8.3) | 6.04 (2.15–16.92) | 0.001 |
Phase 4 | 899 | 88 | (9.8) | 16.8 (6.74–41.87) | 0.000 |
Phase 5 | 1024 | 129 | (12.6) | 29.44 (11.77–73.68) | 0.000 |
Vaccination status for positive cases | |||||
0 doses | 540 | 21 | (3.9) | ref | |
1 doses | 45 | 8 | (17.8) | 0.75 (0.26–2.17) | 0.596 |
2 doses | 230 | 57 | (24.8) | 0.83 (0.38–1.81) | 0.632 |
3 doses | 1366 | 107 | (7.8) | 0.17 (0.08–0.36) | 0.000 |
First Infections n = 2787 | Reinfection n = 330 | Total n = 3117 | p | ||||
---|---|---|---|---|---|---|---|
n | (%) | n | (%) | n | (%) | ||
Duration of positivity (days) | 14.0 ± 8.4 | 10.1 ± 5.0 | 13.6 ± 8.3 | <0.001 | |||
Symptoms during positivity | |||||||
yes | 1855 | (66.6) | 150 | (45.5) | 2005 | (64.3) | <0.001 |
no/nr | 932 | (33.4) | 180 | (54.5) | 1112 | (35.7) | |
Duration of symptoms (days) | 6.4 ± 6.4 | 4.6 ± 2.8 | 6.2 ± 6.2 | <0.001 | |||
Hospitalization | |||||||
yes | 18 | (0.6) | 1 | (0.3) | 19 | (0.6) | 0.449 |
no/nr | 2769 | (99.4) | 329 | (99.7) | 3098 | (99.4) | |
Duration of hospitalization (days) * | 8.8 ± 6.5 | 1 | 8.5 ± 6.6 | 0.272 | |||
ICU admission | |||||||
yes | 4 | (0.1) | 0 | (0.0) | 4 | (0.1) | 0.491 |
no/nr | 2783 | (99.9) | 330 | (100.0) | 3113 | (99.9) | |
Symptoms after negative swab | |||||||
yes | 1296 | (46.5) | 98 | (29.7) | 1394 | (44.7) | <0.001 |
no/nr | 1491 | (53.5) | 232 | (70.3) | 1723 | (55.3) | |
Duration of symptoms after negative swab | |||||||
Less than 15 days | 297 | (22.9) | 21 | (21.4) | 318 | (22.8) | 0.236 |
16–30 days | 298 | (23.0) | 24 | (24.5) | 322 | (23.1) | |
30–60 days | 193 | (14.9) | 12 | (12.2) | 205 | (14.7) | |
More than 60 days | 189 | (14.6) | 8 | (8.2) | 197 | (14.1) | |
Still present | 283 | (21.8) | 28 | (28.6) | 311 | (22.3) | |
nr | 36 | (2.8) | 5 | (5.1) | 41 | (2.9) | |
Follow up of outcomes after negative swab | |||||||
yes | 138 | (5.0) | 17 | (5.2) | 155 | (5.0) | 0.874 |
no/nr | 2649 | (95.0) | 313 | (94.8) | 2962 | (95.0) |
Total Infections | Infections with Symptoms During Positivity n = 2005 | Infections with Persistent Symptoms After Negative SARS-CoV-2 Swab n = 1394 | |||||||
---|---|---|---|---|---|---|---|---|---|
n = 3117 | n. | (%) | adjOR (95%CI) | p | n | (%) | adjOR (95%CI) | p | |
Sex | |||||||||
Female | 2385 | 1589 | (66.6) | 1.49 (1.25–1.79) | 0.000 | 1162 | (48.7) | 1.99 (1.66–2.38) | 0.000 |
Male | 732 | 416 | (56.8) | ref | 232 | (31.7) | ref | ||
Age class | |||||||||
≤30 | 550 | 398 | (72.4) | 1.46 (1.14–1.86) | 0.002 | 197 | (35.8) | 0.62 (0.49–0.77) | 0.000 |
31–49 | 1120 | 717 | (64.0) | 0.94 (0.78–1.14) | 0.562 | 497 | (44.4) | 0.84 (0.70–1.01) | 0.065 |
>50 | 957 | 616 | (64.4) | ref | 484 | (50.6) | ref | ||
Comorbidities | |||||||||
yes | 738 | 460 | (62.3) | 0.94 (0.78–1.13) | 0.538 | 396 | (53.7) | 1.50 (1.26–1.78) | 0.000 |
no | 2379 | 1545 | (64.9) | ref | 998 | (42.0) | ref | ||
Reinfection | |||||||||
yes | 330 | 150 | (45.5) | 0.42 (0.33–0.54) | 0.000 | 98 | (29.7) | 0.54 (0.42–0.7) | 0.000 |
no | 2787 | 1855 | (66.6) | ref | 1296 | (46.5) | ref | ||
Study phase | |||||||||
1 | 167 | 87 | (52.1) | ref | 91 | (54.5) | ref | ||
2 | 431 | 304 | (70.5) | 2.16 (1.49–3.14) | 0.000 | 249 | (57.8) | 1.07 (0.74–1.55) | 0.718 |
3 | 109 | 55 | (50.5) | 1.20 (0.69–2.11) | 0.518 | 52 | (47.7) | 0.72 (0.41–1.26) | 0.248 |
4 | 899 | 601 | (66.9) | 2.52 (1.55–4.09) | 0.000 | 370 | (41.2) | 0.51 (0.31–0.82) | 0.005 |
5 | 1024 | 772 | (75.4) | 3.97 (2.42–6.51) | 0.000 | 458 | (44.7) | 0.59 (0.36–0.95) | 0.031 |
Vaccination status during positivity | |||||||||
0 | 540 | 356 | (65.9) | ref | 302 | (55.9) | ref | ||
1 | 45 | 30 | (66.7) | 1.08 (0.51–2.28) | 0.834 | 23 | (51.1) | 1.46 (0.72–2.95) | 0.290 |
2 | 230 | 135 | (58.7) | 0.58 (0.36–0.93) | 0.025 | 93 | (40.4) | 1.03 (0.64–1.64) | 0.916 |
3 | 1366 | 996 | (72.9) | 0.75 (0.49–1.16) | 0.192 | 620 | (45.4) | 1.26 (0.83–1.91) | 0.281 |
Mean Duration of Positivity 13.6 ± 8.3 days | Beta Coefficient | p | (95% CI) | |
---|---|---|---|---|
Sex (female vs. male) | −0.24 | 0.529 | (−1.00; 0.51) | |
Male | 13.7 | |||
Female | 13.6 | |||
Age | 0.04 | 0.003 | (0.01; 0.07) | |
Comorbidities (yes vs. no) | ||||
yes | 14.3 | 0.15 | 0.689 | (−0.60; 0.91) |
no | 13.4 | |||
Reinfection (yes vs. no) | ||||
yes | 10.1 | −1.93 | 0.001 | (−3.05; −0.80) |
no | 14.0 | |||
Vaccination (yes vs. no) | ||||
yes | 11.1 | −3.61 | 0.000 | (−5.15; −2.08) |
no | 21.5 | |||
Study phase | −2.50 | 0.000 | (−3.02; −1.98) | |
1 | 25.1 | |||
2 | 20.5 | |||
3 | 14.9 | |||
4 | 12.2 | |||
5 | 10.1 |
Mean Duration of Symptoms 6.2 ± 6.2 days | Beta Coefficient | p | (95%CI) | |
---|---|---|---|---|
Sex (female vs. male) | 1.46 | 0.001 | (0.63; 2.29) | |
Male | 4.9 | |||
Female | 6.6 | |||
Age | 0.06 | 0.000 | (0.03; 0.09) | |
Comorbidities (yes vs. no) | ||||
yes | 7.5 | 0.86 | 0.041 | (0.03; 1.68) |
no | 5.9 | |||
Reinfection (yes vs. no) | ||||
yes | 4.6 | −0.61 | 0.353 | (−1.91; 0.68) |
no | 6.4 | |||
Vaccination (yes vs. no) | ||||
yes | 5.1 | −2.27 | 0.013 | (−4.03; −0.49) |
no | 10.3 | |||
Study phase | −0.95 | 0.002 | (−1.55; −0.35) | |
1 | 10.2 | |||
2 | 10.5 | |||
3 | 6.4 | |||
4 | 5.6 | |||
5 | 4.7 |
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Liviero, F.; Volpin, A.; Furlan, P.; Cocchio, S.; Baldo, V.; Pavanello, S.; Moretto, A.; Gobba, F.; Modenese, A.; Mauro, M.; et al. Risk of SARS-CoV-2 Reinfections Among Healthcare Workers of Four Large University Hospitals in Northern Italy: Results of an Online Survey Within the ORCHESTRA Project. Vaccines 2025, 13, 815. https://doi.org/10.3390/vaccines13080815
Liviero F, Volpin A, Furlan P, Cocchio S, Baldo V, Pavanello S, Moretto A, Gobba F, Modenese A, Mauro M, et al. Risk of SARS-CoV-2 Reinfections Among Healthcare Workers of Four Large University Hospitals in Northern Italy: Results of an Online Survey Within the ORCHESTRA Project. Vaccines. 2025; 13(8):815. https://doi.org/10.3390/vaccines13080815
Chicago/Turabian StyleLiviero, Filippo, Anna Volpin, Patrizia Furlan, Silvia Cocchio, Vincenzo Baldo, Sofia Pavanello, Angelo Moretto, Fabriziomaria Gobba, Alberto Modenese, Marcella Mauro, and et al. 2025. "Risk of SARS-CoV-2 Reinfections Among Healthcare Workers of Four Large University Hospitals in Northern Italy: Results of an Online Survey Within the ORCHESTRA Project" Vaccines 13, no. 8: 815. https://doi.org/10.3390/vaccines13080815
APA StyleLiviero, F., Volpin, A., Furlan, P., Cocchio, S., Baldo, V., Pavanello, S., Moretto, A., Gobba, F., Modenese, A., Mauro, M., Larese Filon, F., Carta, A., Monaco, M. G. L., Spiteri, G., Porru, S., & Scapellato, M. L. (2025). Risk of SARS-CoV-2 Reinfections Among Healthcare Workers of Four Large University Hospitals in Northern Italy: Results of an Online Survey Within the ORCHESTRA Project. Vaccines, 13(8), 815. https://doi.org/10.3390/vaccines13080815