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Giacobbe DR, Di Maria E, Tagliafico AS, Bavastro M, Trombetta CS, Marelli C, Di Meco G, Cattardico G, Mora S, Signori A, Vena A, Mikulska M, Dentone C, Bruzzone B, Bignotti B, Orsi A, Robba C, Ball L, Brunetti I, Battaglini D, Di Biagio A, Sormani MP, Pelosi P, Giacomini M, Icardi G, Bassetti M. External validation of unsupervised COVID-19 clinical phenotypes and their prognostic impact. Ann Med 2023; 55:2195204. [PMID: 37052252 PMCID: PMC10116925 DOI: 10.1080/07853890.2023.2195204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/14/2023] Open
Abstract
BACKGROUND Hospitalized patients with coronavirus disease 2019 (COVID-19) can be classified into different clinical phenotypes based on their demographic, clinical, radiology, and laboratory features. We aimed to validate in an external cohort of hospitalized COVID-19 patients the prognostic value of a previously described phenotyping system (FEN-COVID-19) and to assess the reproducibility of phenotypes development as a secondary analysis. METHODS Patients were classified in phenotypes A, B or C according to the severity of oxygenation impairment, inflammatory response, hemodynamic and laboratory tests according to the FEN-COVID-19 method. RESULTS Overall, 992 patients were included in the study, and 181 (18%), 757 (76%) and 54 (6%) of them were assigned to the FEN-COVID-19 phenotypes A, B, and C, respectively. An association with mortality was observed for phenotype C vs. A (hazard ratio [HR] 3.10, 95% confidence interval [CI] 1.81-5.30, p < 0.001) and for phenotype C vs. B (HR 2.20, 95% CI 1.50-3.23, p < 0.001). A non-statistically significant trend towards higher mortality was also observed for phenotype B vs. A (HR 1.41; 95% CI 0.92-2.15, p = 0.115). By means of cluster analysis, three different phenotypes were also identified in our cohort, with an overall similar gradient in terms of prognostic impact to that observed when patients were assigned to FEN-COVID-19 phenotypes. CONCLUSIONS The prognostic impact of FEN-COVID-19 phenotypes was confirmed in our external cohort, although with less difference in mortality between phenotypes A and B than in the original study.
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Affiliation(s)
- Daniele Roberto Giacobbe
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Emilio Di Maria
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- University Unit of Medical Genetics, Galliera Hospital, Genoa, Italy
| | - Alberto Stefano Tagliafico
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Department of Radiology, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Martina Bavastro
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Carlo Simone Trombetta
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Hygiene Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Cristina Marelli
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Gabriele Di Meco
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Greta Cattardico
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Sara Mora
- Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Genoa, Italy
| | - Alessio Signori
- Section of Biostatistics, Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Antonio Vena
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Malgorzata Mikulska
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Chiara Dentone
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Bianca Bruzzone
- Hygiene Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Bianca Bignotti
- Department of Radiology, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
- Department of Experimental Medicine (DIMES), University of Genoa, Genoa, Italy
| | - Andrea Orsi
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Hygiene Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Chiara Robba
- Department of Surgical Sciences and Integrated Diagnostics (DISC), University of Genoa, Genoa, Italy
- Anesthesia and Intensive Care, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Lorenzo Ball
- Department of Surgical Sciences and Integrated Diagnostics (DISC), University of Genoa, Genoa, Italy
- Anesthesia and Intensive Care, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Iole Brunetti
- Anesthesia and Intensive Care, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Denise Battaglini
- Anesthesia and Intensive Care, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Antonio Di Biagio
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Maria Pia Sormani
- Section of Biostatistics, Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
| | - Paolo Pelosi
- Department of Surgical Sciences and Integrated Diagnostics (DISC), University of Genoa, Genoa, Italy
- Anesthesia and Intensive Care, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Mauro Giacomini
- Department of Informatics, Bioengineering, Robotics and System Engineering (DIBRIS), University of Genoa, Genoa, Italy
| | - Giancarlo Icardi
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Hygiene Unit, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
| | - Matteo Bassetti
- Department of Health Sciences (DISSAL), University of Genoa, Genoa, Italy
- Clinica Malattie Infettive, IRCCS Ospedale Policlinico San Martino, Genoa, Italy
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Calabrò GE, Boccalini S, Bechini A, Panatto D, Domnich A, Lai PL, Amicizia D, Rizzo C, Pugliese A, DI Pietro ML, Zanella B, Parente F, Trombetta CS, Saraceno G, Sottile S, Abreha FM, Giacchetta I, Properzi S, Santolini G, D'Ambrosio F, Maida A, Scardigno A, LA Gatta E, Petrella L, Bonanni P, DE Waure C. [Health Technology Assessment: a value-based tool for the evaluation of healthcare technologies. Reassessment of the cell-culture-derived quadrivalent influenza vaccine: Flucelvax Tetra ® 2.0]. J Prev Med Hyg 2022; 63:E1-E140. [PMID: 37034835 PMCID: PMC10079375 DOI: 10.15167/2421-4248/jpmh2022.63.4s1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/11/2023]
Affiliation(s)
- Giovanna Elisa Calabrò
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
- VIHTALI (Value In Health Technology and Academy for Leadership & Innovation), Spin-off dell'Università Cattolica del Sacro Cuore, Roma, Italia
| | - Sara Boccalini
- Dipartimento di Scienze della Salute, Università degli di Studi di Firenze, Firenze, Italia
| | - Angela Bechini
- Dipartimento di Scienze della Salute, Università degli di Studi di Firenze, Firenze, Italia
| | - Donatella Panatto
- Dipartimento di Scienze della Salute, Università degli Studi di Genova, Genova, Italia
- Centro Interuniversitario di Ricerca sull'Influenza e le altre Infezioni Trasmissibili (CIRI-IT), Genova, Italia
| | | | - Piero Luigi Lai
- Dipartimento di Scienze della Salute, Università degli Studi di Genova, Genova, Italia
- Centro Interuniversitario di Ricerca sull'Influenza e le altre Infezioni Trasmissibili (CIRI-IT), Genova, Italia
| | - Daniela Amicizia
- Dipartimento di Scienze della Salute, Università degli Studi di Genova, Genova, Italia
- Centro Interuniversitario di Ricerca sull'Influenza e le altre Infezioni Trasmissibili (CIRI-IT), Genova, Italia
| | - Caterina Rizzo
- Dipartimento di Ricerca Traslazionale e delle Nuove Tecnologie in Medicina e Chirurgia, Università degli Studi di Pisa, Pisa, Italia
| | - Andrea Pugliese
- Dipartimento di Matematica, Università di Trento, Trento, Italia
| | - Maria Luisa DI Pietro
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italia
| | - Beatrice Zanella
- Dipartimento di Scienze della Salute, Università degli di Studi di Firenze, Firenze, Italia
| | - Flavio Parente
- Dipartimento di Scienze della Salute, Università degli Studi di Genova, Genova, Italia
| | | | | | - Sara Sottile
- Dipartimento di Matematica, Università di Trento, Trento, Italia
| | - Fasika Molla Abreha
- Graduate School of Health Economics and Management, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Irene Giacchetta
- Dipartimento di Medicina e Chirurgia, Università degli Studi di Perugia, Perugia, Italia
| | - Sara Properzi
- Dipartimento di Medicina e Chirurgia, Università degli Studi di Perugia, Perugia, Italia
| | - Giulia Santolini
- Dipartimento di Medicina e Chirurgia, Università degli Studi di Perugia, Perugia, Italia
| | - Floriana D'Ambrosio
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Ada Maida
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Anna Scardigno
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Emanuele LA Gatta
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Luigi Petrella
- Sezione di Igiene, Dipartimento Universitario di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Roma, Italia
| | - Paolo Bonanni
- Dipartimento di Scienze della Salute, Università degli di Studi di Firenze, Firenze, Italia
| | - Chiara DE Waure
- Dipartimento di Medicina e Chirurgia, Università degli Studi di Perugia, Perugia, Italia
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Cauci S, Migliozzi F, Trombetta CS, Venuto I, Saccheri P, Travan L, Chiriacò G. Low back pain and FokI (rs2228570) polymorphism of vitamin D receptor in athletes. BMC Sports Sci Med Rehabil 2017; 9:4. [PMID: 28184307 PMCID: PMC5294822 DOI: 10.1186/s13102-017-0069-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2016] [Accepted: 01/23/2017] [Indexed: 12/22/2022]
Abstract
Background Low back pain (LBP) is common in athletes. LBP can be detrimental to athletic performance and health. Factors predisposing to LBP in athletes remain elusive and require further studies. We investigated whether carriage of a specific genotype and/or allele of vitamin D receptor gene (VDR) FokI polymorphism (rs2228570) was a risk factor for LBP in athletes of different sports disciplines. Methods This genotype/phenotype association case-control study included 60 Italian athletes (25 females and 35 males; mean age 33.9 ± 13.3 years; body-mass-index 23.5 ± 3.5 kg/m2) of which 16.7% were swimmers, 11.7% soccer players, 11.7% volleyball players, 10.0% rugby players and other disciplines. VDR-FokI polymorphism was measured by PCR-RFLP in 24 athletes with LBP and 36 athletes without LBP episodes. Absence or presence of the FokI restriction site was denoted “F” and “f”, respectively. Other risk factors were evaluated by a questionnaire. Results The homozygous FF genotype was found in 58.3% (14/24) of athletes with LBP versus 27.8% (10/36) of athletes without LBP, adjusted OR = 5.78, 95% CI 1.41–23.8, P = 0.015. The F allele was a 2-fold risk factor to develop LBP, adjusted OR = 2.55, 95% CI 1.02–6.43, P = 0.046, while f allele was protective. Exposure to vehicle vibrations ≥2 h daily, and family history of lumbar spine pathology were significant risk factors for LBP with OR = 3.54, and OR = 9.21, respectively. Conclusions This is the first study in which an association between VDR-FokI polymorphism and LBP in athletes was found. Further research is needed to extend our results, and to clarify the biochemical pathways associated with how vitamin D modulates LBP in athletes. The VDR-FokI polymorphism should be considered when developing genetic focused studies of precision medicine on health in athletes. Electronic supplementary material The online version of this article (doi:10.1186/s13102-017-0069-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sabina Cauci
- Department of Medical and Biological Sciences, School of Medicine, University of Udine, Udine, 33100 Italy.,Clinical Biochemistry and Molecular Biology, Department of Medical and Biological Sciences, Piazzale Kolbe 4, 33100 Udine, Italy
| | - Francesca Migliozzi
- Department of Medical and Biological Sciences, School of Medicine, University of Udine, Udine, 33100 Italy.,Department of Medicine, Surgery and Health Sciences, School of Medicine, University of Trieste, Trieste, 34100 Italy
| | - Carlo Simone Trombetta
- Department of Medical and Biological Sciences, School of Medicine, University of Udine, Udine, 33100 Italy
| | - Ilaria Venuto
- Department of Medical and Biological Sciences, School of Medicine, University of Udine, Udine, 33100 Italy
| | - Paola Saccheri
- Department of Experimental and Clinical Medical Sciences, School of Medicine, University of Udine, Udine, 33100 Italy
| | - Luciana Travan
- Department of Experimental and Clinical Medical Sciences, School of Medicine, University of Udine, Udine, 33100 Italy
| | - Giovanni Chiriacò
- Department of Medicine, Surgery and Health Sciences, School of Medicine, University of Trieste, Trieste, 34100 Italy
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