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Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients

Clinical features and natural history of coronavirus disease 2019 (COVID-19) differ widely among different countries and during different phases of the pandemia. Here, we aimed to evaluate the case fatality rate (CFR) and to identify predictors of mortality in a cohort of COVID-19 patients admitted...

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Autores principales: Bellan, Mattia, Patti, Giuseppe, Hayden, Eyal, Azzolina, Danila, Pirisi, Mario, Acquaviva, Antonio, Aimaretti, Gianluca, Aluffi Valletti, Paolo, Angilletta, Roberto, Arioli, Roberto, Avanzi, Gian Carlo, Avino, Gianluca, Balbo, Piero Emilio, Baldon, Giulia, Baorda, Francesca, Barbero, Emanuela, Baricich, Alessio, Barini, Michela, Barone-Adesi, Francesco, Battistini, Sofia, Beltrame, Michela, Bertoli, Matteo, Bertolin, Stephanie, Bertolotti, Marinella, Betti, Marta, Bobbio, Flavio, Boffano, Paolo, Boglione, Lucio, Borrè, Silvio, Brucoli, Matteo, Calzaducca, Elisa, Cammarata, Edoardo, Cantaluppi, Vincenzo, Cantello, Roberto, Capponi, Andrea, Carriero, Alessandro, Casciaro, Francesco Giuseppe, Castello, Luigi Mario, Ceruti, Federico, Chichino, Guido, Chirico, Emilio, Cisari, Carlo, Cittone, Micol Giulia, Colombo, Crizia, Comi, Cristoforo, Croce, Eleonora, Daffara, Tommaso, Danna, Pietro, Della Corte, Francesco, De Vecchi, Simona, Dianzani, Umberto, Di Benedetto, Davide, Esposto, Elia, Faggiano, Fabrizio, Falaschi, Zeno, Ferrante, Daniela, Ferrero, Alice, Gagliardi, Ileana, Gaidano, Gianluca, Galbiati, Alessandra, Gallo, Silvia, Garavelli, Pietro Luigi, Gardino, Clara Ada, Garzaro, Massimiliano, Gastaldello, Maria Luisa, Gavelli, Francesco, Gennari, Alessandra, Giacomini, Greta Maria, Giacone, Irene, Giai Via, Valentina, Giolitti, Francesca, Gironi, Laura Cristina, Gramaglia, Carla, Grisafi, Leonardo, Inserra, Ilaria, Invernizzi, Marco, Krengli, Marco, Labella, Emanuela, Landi, Irene Cecilia, Landi, Raffaella, Leone, Ilaria, Lio, Veronica, Lorenzini, Luca, Maconi, Antonio, Malerba, Mario, Manfredi, Giulia Francesca, Martelli, Maria, Marzari, Letizia, Marzullo, Paolo, Mennuni, Marco, Montabone, Claudia, Morosini, Umberto, Mussa, Marco, Nerici, Ilaria, Nuzzo, Alessandro, Olivieri, Carlo, Padelli, Samuel Alberto, Panella, Massimiliano, Parisini, Andrea, Paschè, Alessio, Pau, Alberto, Pedrinelli, Anita Rebecca, Percivale, Ilaria, Re, Roberta, Rigamonti, Cristina, Rizzi, Eleonora, Rognoni, Andrea, Roveta, Annalisa, Salamina, Luigia, Santagostino, Matteo, Saraceno, Massimo, Savoia, Paola, Sciarra, Marco, Schimmenti, Andrea, Scotti, Lorenza, Spinoni, Enrico, Smirne, Carlo, Tarantino, Vanessa, Tillio, Paolo Amedeo, Vaschetto, Rosanna, Vassia, Veronica, Zagaria, Domenico, Zavattaro, Elisa, Zeppegno, Patrizia, Zottarelli, Francesca, Sainaghi, Pier Paolo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692524/
https://www.ncbi.nlm.nih.gov/pubmed/33244144
http://dx.doi.org/10.1038/s41598-020-77698-4
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author Bellan, Mattia
Patti, Giuseppe
Hayden, Eyal
Azzolina, Danila
Pirisi, Mario
Acquaviva, Antonio
Aimaretti, Gianluca
Aluffi Valletti, Paolo
Angilletta, Roberto
Arioli, Roberto
Avanzi, Gian Carlo
Avino, Gianluca
Balbo, Piero Emilio
Baldon, Giulia
Baorda, Francesca
Barbero, Emanuela
Baricich, Alessio
Barini, Michela
Barone-Adesi, Francesco
Battistini, Sofia
Beltrame, Michela
Bertoli, Matteo
Bertolin, Stephanie
Bertolotti, Marinella
Betti, Marta
Bobbio, Flavio
Boffano, Paolo
Boglione, Lucio
Borrè, Silvio
Brucoli, Matteo
Calzaducca, Elisa
Cammarata, Edoardo
Cantaluppi, Vincenzo
Cantello, Roberto
Capponi, Andrea
Carriero, Alessandro
Casciaro, Francesco Giuseppe
Castello, Luigi Mario
Ceruti, Federico
Chichino, Guido
Chirico, Emilio
Cisari, Carlo
Cittone, Micol Giulia
Colombo, Crizia
Comi, Cristoforo
Croce, Eleonora
Daffara, Tommaso
Danna, Pietro
Della Corte, Francesco
De Vecchi, Simona
Dianzani, Umberto
Di Benedetto, Davide
Esposto, Elia
Faggiano, Fabrizio
Falaschi, Zeno
Ferrante, Daniela
Ferrero, Alice
Gagliardi, Ileana
Gaidano, Gianluca
Galbiati, Alessandra
Gallo, Silvia
Garavelli, Pietro Luigi
Gardino, Clara Ada
Garzaro, Massimiliano
Gastaldello, Maria Luisa
Gavelli, Francesco
Gennari, Alessandra
Giacomini, Greta Maria
Giacone, Irene
Giai Via, Valentina
Giolitti, Francesca
Gironi, Laura Cristina
Gramaglia, Carla
Grisafi, Leonardo
Inserra, Ilaria
Invernizzi, Marco
Krengli, Marco
Labella, Emanuela
Landi, Irene Cecilia
Landi, Raffaella
Leone, Ilaria
Lio, Veronica
Lorenzini, Luca
Maconi, Antonio
Malerba, Mario
Manfredi, Giulia Francesca
Martelli, Maria
Marzari, Letizia
Marzullo, Paolo
Mennuni, Marco
Montabone, Claudia
Morosini, Umberto
Mussa, Marco
Nerici, Ilaria
Nuzzo, Alessandro
Olivieri, Carlo
Padelli, Samuel Alberto
Panella, Massimiliano
Parisini, Andrea
Paschè, Alessio
Pau, Alberto
Pedrinelli, Anita Rebecca
Percivale, Ilaria
Re, Roberta
Rigamonti, Cristina
Rizzi, Eleonora
Rognoni, Andrea
Roveta, Annalisa
Salamina, Luigia
Santagostino, Matteo
Saraceno, Massimo
Savoia, Paola
Sciarra, Marco
Schimmenti, Andrea
Scotti, Lorenza
Spinoni, Enrico
Smirne, Carlo
Tarantino, Vanessa
Tillio, Paolo Amedeo
Vaschetto, Rosanna
Vassia, Veronica
Zagaria, Domenico
Zavattaro, Elisa
Zeppegno, Patrizia
Zottarelli, Francesca
Sainaghi, Pier Paolo
author_facet Bellan, Mattia
Patti, Giuseppe
Hayden, Eyal
Azzolina, Danila
Pirisi, Mario
Acquaviva, Antonio
Aimaretti, Gianluca
Aluffi Valletti, Paolo
Angilletta, Roberto
Arioli, Roberto
Avanzi, Gian Carlo
Avino, Gianluca
Balbo, Piero Emilio
Baldon, Giulia
Baorda, Francesca
Barbero, Emanuela
Baricich, Alessio
Barini, Michela
Barone-Adesi, Francesco
Battistini, Sofia
Beltrame, Michela
Bertoli, Matteo
Bertolin, Stephanie
Bertolotti, Marinella
Betti, Marta
Bobbio, Flavio
Boffano, Paolo
Boglione, Lucio
Borrè, Silvio
Brucoli, Matteo
Calzaducca, Elisa
Cammarata, Edoardo
Cantaluppi, Vincenzo
Cantello, Roberto
Capponi, Andrea
Carriero, Alessandro
Casciaro, Francesco Giuseppe
Castello, Luigi Mario
Ceruti, Federico
Chichino, Guido
Chirico, Emilio
Cisari, Carlo
Cittone, Micol Giulia
Colombo, Crizia
Comi, Cristoforo
Croce, Eleonora
Daffara, Tommaso
Danna, Pietro
Della Corte, Francesco
De Vecchi, Simona
Dianzani, Umberto
Di Benedetto, Davide
Esposto, Elia
Faggiano, Fabrizio
Falaschi, Zeno
Ferrante, Daniela
Ferrero, Alice
Gagliardi, Ileana
Gaidano, Gianluca
Galbiati, Alessandra
Gallo, Silvia
Garavelli, Pietro Luigi
Gardino, Clara Ada
Garzaro, Massimiliano
Gastaldello, Maria Luisa
Gavelli, Francesco
Gennari, Alessandra
Giacomini, Greta Maria
Giacone, Irene
Giai Via, Valentina
Giolitti, Francesca
Gironi, Laura Cristina
Gramaglia, Carla
Grisafi, Leonardo
Inserra, Ilaria
Invernizzi, Marco
Krengli, Marco
Labella, Emanuela
Landi, Irene Cecilia
Landi, Raffaella
Leone, Ilaria
Lio, Veronica
Lorenzini, Luca
Maconi, Antonio
Malerba, Mario
Manfredi, Giulia Francesca
Martelli, Maria
Marzari, Letizia
Marzullo, Paolo
Mennuni, Marco
Montabone, Claudia
Morosini, Umberto
Mussa, Marco
Nerici, Ilaria
Nuzzo, Alessandro
Olivieri, Carlo
Padelli, Samuel Alberto
Panella, Massimiliano
Parisini, Andrea
Paschè, Alessio
Pau, Alberto
Pedrinelli, Anita Rebecca
Percivale, Ilaria
Re, Roberta
Rigamonti, Cristina
Rizzi, Eleonora
Rognoni, Andrea
Roveta, Annalisa
Salamina, Luigia
Santagostino, Matteo
Saraceno, Massimo
Savoia, Paola
Sciarra, Marco
Schimmenti, Andrea
Scotti, Lorenza
Spinoni, Enrico
Smirne, Carlo
Tarantino, Vanessa
Tillio, Paolo Amedeo
Vaschetto, Rosanna
Vassia, Veronica
Zagaria, Domenico
Zavattaro, Elisa
Zeppegno, Patrizia
Zottarelli, Francesca
Sainaghi, Pier Paolo
author_sort Bellan, Mattia
collection PubMed
description Clinical features and natural history of coronavirus disease 2019 (COVID-19) differ widely among different countries and during different phases of the pandemia. Here, we aimed to evaluate the case fatality rate (CFR) and to identify predictors of mortality in a cohort of COVID-19 patients admitted to three hospitals of Northern Italy between March 1 and April 28, 2020. All these patients had a confirmed diagnosis of SARS-CoV-2 infection by molecular methods. During the study period 504/1697 patients died; thus, overall CFR was 29.7%. We looked for predictors of mortality in a subgroup of 486 patients (239 males, 59%; median age 71 years) for whom sufficient clinical data were available at data cut-off. Among the demographic and clinical variables considered, age, a diagnosis of cancer, obesity and current smoking independently predicted mortality. When laboratory data were added to the model in a further subgroup of patients, age, the diagnosis of cancer, and the baseline PaO(2)/FiO(2) ratio were identified as independent predictors of mortality. In conclusion, the CFR of hospitalized patients in Northern Italy during the ascending phase of the COVID-19 pandemic approached 30%. The identification of mortality predictors might contribute to better stratification of individual patient risk.
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spelling pubmed-76925242020-11-30 Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients Bellan, Mattia Patti, Giuseppe Hayden, Eyal Azzolina, Danila Pirisi, Mario Acquaviva, Antonio Aimaretti, Gianluca Aluffi Valletti, Paolo Angilletta, Roberto Arioli, Roberto Avanzi, Gian Carlo Avino, Gianluca Balbo, Piero Emilio Baldon, Giulia Baorda, Francesca Barbero, Emanuela Baricich, Alessio Barini, Michela Barone-Adesi, Francesco Battistini, Sofia Beltrame, Michela Bertoli, Matteo Bertolin, Stephanie Bertolotti, Marinella Betti, Marta Bobbio, Flavio Boffano, Paolo Boglione, Lucio Borrè, Silvio Brucoli, Matteo Calzaducca, Elisa Cammarata, Edoardo Cantaluppi, Vincenzo Cantello, Roberto Capponi, Andrea Carriero, Alessandro Casciaro, Francesco Giuseppe Castello, Luigi Mario Ceruti, Federico Chichino, Guido Chirico, Emilio Cisari, Carlo Cittone, Micol Giulia Colombo, Crizia Comi, Cristoforo Croce, Eleonora Daffara, Tommaso Danna, Pietro Della Corte, Francesco De Vecchi, Simona Dianzani, Umberto Di Benedetto, Davide Esposto, Elia Faggiano, Fabrizio Falaschi, Zeno Ferrante, Daniela Ferrero, Alice Gagliardi, Ileana Gaidano, Gianluca Galbiati, Alessandra Gallo, Silvia Garavelli, Pietro Luigi Gardino, Clara Ada Garzaro, Massimiliano Gastaldello, Maria Luisa Gavelli, Francesco Gennari, Alessandra Giacomini, Greta Maria Giacone, Irene Giai Via, Valentina Giolitti, Francesca Gironi, Laura Cristina Gramaglia, Carla Grisafi, Leonardo Inserra, Ilaria Invernizzi, Marco Krengli, Marco Labella, Emanuela Landi, Irene Cecilia Landi, Raffaella Leone, Ilaria Lio, Veronica Lorenzini, Luca Maconi, Antonio Malerba, Mario Manfredi, Giulia Francesca Martelli, Maria Marzari, Letizia Marzullo, Paolo Mennuni, Marco Montabone, Claudia Morosini, Umberto Mussa, Marco Nerici, Ilaria Nuzzo, Alessandro Olivieri, Carlo Padelli, Samuel Alberto Panella, Massimiliano Parisini, Andrea Paschè, Alessio Pau, Alberto Pedrinelli, Anita Rebecca Percivale, Ilaria Re, Roberta Rigamonti, Cristina Rizzi, Eleonora Rognoni, Andrea Roveta, Annalisa Salamina, Luigia Santagostino, Matteo Saraceno, Massimo Savoia, Paola Sciarra, Marco Schimmenti, Andrea Scotti, Lorenza Spinoni, Enrico Smirne, Carlo Tarantino, Vanessa Tillio, Paolo Amedeo Vaschetto, Rosanna Vassia, Veronica Zagaria, Domenico Zavattaro, Elisa Zeppegno, Patrizia Zottarelli, Francesca Sainaghi, Pier Paolo Sci Rep Article Clinical features and natural history of coronavirus disease 2019 (COVID-19) differ widely among different countries and during different phases of the pandemia. Here, we aimed to evaluate the case fatality rate (CFR) and to identify predictors of mortality in a cohort of COVID-19 patients admitted to three hospitals of Northern Italy between March 1 and April 28, 2020. All these patients had a confirmed diagnosis of SARS-CoV-2 infection by molecular methods. During the study period 504/1697 patients died; thus, overall CFR was 29.7%. We looked for predictors of mortality in a subgroup of 486 patients (239 males, 59%; median age 71 years) for whom sufficient clinical data were available at data cut-off. Among the demographic and clinical variables considered, age, a diagnosis of cancer, obesity and current smoking independently predicted mortality. When laboratory data were added to the model in a further subgroup of patients, age, the diagnosis of cancer, and the baseline PaO(2)/FiO(2) ratio were identified as independent predictors of mortality. In conclusion, the CFR of hospitalized patients in Northern Italy during the ascending phase of the COVID-19 pandemic approached 30%. The identification of mortality predictors might contribute to better stratification of individual patient risk. Nature Publishing Group UK 2020-11-26 /pmc/articles/PMC7692524/ /pubmed/33244144 http://dx.doi.org/10.1038/s41598-020-77698-4 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Bellan, Mattia
Patti, Giuseppe
Hayden, Eyal
Azzolina, Danila
Pirisi, Mario
Acquaviva, Antonio
Aimaretti, Gianluca
Aluffi Valletti, Paolo
Angilletta, Roberto
Arioli, Roberto
Avanzi, Gian Carlo
Avino, Gianluca
Balbo, Piero Emilio
Baldon, Giulia
Baorda, Francesca
Barbero, Emanuela
Baricich, Alessio
Barini, Michela
Barone-Adesi, Francesco
Battistini, Sofia
Beltrame, Michela
Bertoli, Matteo
Bertolin, Stephanie
Bertolotti, Marinella
Betti, Marta
Bobbio, Flavio
Boffano, Paolo
Boglione, Lucio
Borrè, Silvio
Brucoli, Matteo
Calzaducca, Elisa
Cammarata, Edoardo
Cantaluppi, Vincenzo
Cantello, Roberto
Capponi, Andrea
Carriero, Alessandro
Casciaro, Francesco Giuseppe
Castello, Luigi Mario
Ceruti, Federico
Chichino, Guido
Chirico, Emilio
Cisari, Carlo
Cittone, Micol Giulia
Colombo, Crizia
Comi, Cristoforo
Croce, Eleonora
Daffara, Tommaso
Danna, Pietro
Della Corte, Francesco
De Vecchi, Simona
Dianzani, Umberto
Di Benedetto, Davide
Esposto, Elia
Faggiano, Fabrizio
Falaschi, Zeno
Ferrante, Daniela
Ferrero, Alice
Gagliardi, Ileana
Gaidano, Gianluca
Galbiati, Alessandra
Gallo, Silvia
Garavelli, Pietro Luigi
Gardino, Clara Ada
Garzaro, Massimiliano
Gastaldello, Maria Luisa
Gavelli, Francesco
Gennari, Alessandra
Giacomini, Greta Maria
Giacone, Irene
Giai Via, Valentina
Giolitti, Francesca
Gironi, Laura Cristina
Gramaglia, Carla
Grisafi, Leonardo
Inserra, Ilaria
Invernizzi, Marco
Krengli, Marco
Labella, Emanuela
Landi, Irene Cecilia
Landi, Raffaella
Leone, Ilaria
Lio, Veronica
Lorenzini, Luca
Maconi, Antonio
Malerba, Mario
Manfredi, Giulia Francesca
Martelli, Maria
Marzari, Letizia
Marzullo, Paolo
Mennuni, Marco
Montabone, Claudia
Morosini, Umberto
Mussa, Marco
Nerici, Ilaria
Nuzzo, Alessandro
Olivieri, Carlo
Padelli, Samuel Alberto
Panella, Massimiliano
Parisini, Andrea
Paschè, Alessio
Pau, Alberto
Pedrinelli, Anita Rebecca
Percivale, Ilaria
Re, Roberta
Rigamonti, Cristina
Rizzi, Eleonora
Rognoni, Andrea
Roveta, Annalisa
Salamina, Luigia
Santagostino, Matteo
Saraceno, Massimo
Savoia, Paola
Sciarra, Marco
Schimmenti, Andrea
Scotti, Lorenza
Spinoni, Enrico
Smirne, Carlo
Tarantino, Vanessa
Tillio, Paolo Amedeo
Vaschetto, Rosanna
Vassia, Veronica
Zagaria, Domenico
Zavattaro, Elisa
Zeppegno, Patrizia
Zottarelli, Francesca
Sainaghi, Pier Paolo
Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title_full Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title_fullStr Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title_full_unstemmed Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title_short Fatality rate and predictors of mortality in an Italian cohort of hospitalized COVID-19 patients
title_sort fatality rate and predictors of mortality in an italian cohort of hospitalized covid-19 patients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7692524/
https://www.ncbi.nlm.nih.gov/pubmed/33244144
http://dx.doi.org/10.1038/s41598-020-77698-4
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AT gavellifrancesco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT gennarialessandra fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT giacominigretamaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT giaconeirene fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT giaiviavalentina fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT giolittifrancesca fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT gironilauracristina fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT gramagliacarla fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT grisafileonardo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT inserrailaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT invernizzimarco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT krenglimarco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT labellaemanuela fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT landiirenececilia fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT landiraffaella fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT leoneilaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT lioveronica fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT lorenziniluca fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT maconiantonio fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT malerbamario fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT manfredigiuliafrancesca fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT martellimaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT marzariletizia fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT marzullopaolo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT mennunimarco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT montaboneclaudia fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT morosiniumberto fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT mussamarco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT nericiilaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT nuzzoalessandro fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT oliviericarlo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT padellisamuelalberto fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT panellamassimiliano fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT parisiniandrea fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT paschealessio fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT paualberto fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT pedrinellianitarebecca fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT percivaleilaria fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT reroberta fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT rigamonticristina fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT rizzieleonora fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT rognoniandrea fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT rovetaannalisa fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT salaminaluigia fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT santagostinomatteo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT saracenomassimo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT savoiapaola fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT sciarramarco fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT schimmentiandrea fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT scottilorenza fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT spinonienrico fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT smirnecarlo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT tarantinovanessa fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT tilliopaoloamedeo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT vaschettorosanna fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT vassiaveronica fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT zagariadomenico fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT zavattaroelisa fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT zeppegnopatrizia fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT zottarellifrancesca fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients
AT sainaghipierpaolo fatalityrateandpredictorsofmortalityinanitaliancohortofhospitalizedcovid19patients