Disentangling the Association of Hydroxychloroquine Treatment with Mortality in Covid-19 Hospitalized Patients through Hierarchical Clustering.


Journal

Journal of healthcare engineering
ISSN: 2040-2309
Titre abrégé: J Healthc Eng
Pays: England
ID NLM: 101528166

Informations de publication

Date de publication:
2021
Historique:
received: 19 02 2021
revised: 08 04 2021
accepted: 16 05 2021
entrez: 2 8 2021
pubmed: 3 8 2021
medline: 10 8 2021
Statut: epublish

Résumé

The efficacy of hydroxychloroquine (HCQ) in treating SARS-CoV-2 infection is harshly debated, with observational and experimental studies reporting contrasting results. To clarify the role of HCQ in Covid-19 patients, we carried out a retrospective observational study of 4,396 unselected patients hospitalized for Covid-19 in Italy (February-May 2020). Patients' characteristics were collected at entry, including age, sex, obesity, smoking status, blood parameters, history of diabetes, cancer, cardiovascular and chronic pulmonary diseases, and medications in use. These were used to identify subtypes of patients with similar characteristics through hierarchical clustering based on Gower distance. Using multivariable Cox regressions, these clusters were then tested for association with mortality and modification of effect by treatment with HCQ. We identified two clusters, one of 3,913 younger patients with lower circulating inflammation levels and better renal function, and one of 483 generally older and more comorbid subjects, more prevalently men and smokers. The latter group was at increased death risk adjusted by HCQ (HR[CI95%] = 3.80[3.08-4.67]), while HCQ showed an independent inverse association (0.51[0.43-0.61]), as well as a significant influence of cluster∗HCQ interaction (

Identifiants

pubmed: 34336157
doi: 10.1155/2021/5556207
pmc: PMC8238578
doi:

Substances chimiques

Antimalarials 0
Hydroxychloroquine 4QWG6N8QKH

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

5556207

Informations de copyright

Copyright © 2021 Augusto Di Castelnuovo et al.

Déclaration de conflit d'intérêts

The authors declare that they have no conflicts of interest.

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Auteurs

Augusto Di Castelnuovo (A)

Mediterranea Cardiocentro, Napoli, Italy.

Alessandro Gialluisi (A)

Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy.

Andrea Antinori (A)

UOC Immunodeficienze Virali, National Institute for Infectious Diseases "L. Spallanzani" IRCCS, Rome, Italy.

Nausicaa Berselli (N)

Section of Public Health, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy.

Lorenzo Blandi (L)

Università di Pavia, Pavia, Italy.

Marialaura Bonaccio (M)

Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy.

Raffaele Bruno (R)

Division of Infectious Diseases I, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy.
Department of Clinical, Surgical Diagnostic and Paediatric Sciences, University of Pavia, Pavia, Italy.

Roberto Cauda (R)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.
Università Cattolica Del Sacro Cuore- Dipartimento di Sicurezza e Bioetica Sede di Roma, Roma, Italy.

Simona Costanzo (S)

Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy.

Giovanni Guaraldi (G)

Infectious Disease Unit, Department of Surgical, Medical Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.

Lorenzo Menicanti (L)

IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy.

Marco Mennuni (M)

University of Eastern Piedmont, Maggiore Della Carità Hospital, Novara, Italy.

Ilaria My (I)

Humanitas Clinical and Research Hospital IRCCS, Rozzano, Milano, Italy.

Giustino Parruti (G)

Department of Infectious Disease, Azienda Sanitaria Locale (AUSL) di Pescara, Pescara, Italy.

Giuseppe Patti (G)

University of Eastern Piedmont, Maggiore Della Carità Hospital, Novara, Italy.

Stefano Perlini (S)

Emergency Department, IRCCS Policlinico San Matteo Foundation, Pavia, Italy.
Department of Internal Medicine, University of Pavia, Pavia, Italy.

Francesca Santilli (F)

Department of Medicine and Aging, Clinica Medica, "SS. Annunziata" Hospital and University of Chieti, Chieti, Italy.

Carlo Signorelli (C)

School of Medicine, Vita-Salute San Raffaele University, Milano, Italy.

Giulio Stefanini (G)

Humanitas Clinical and Research Hospital IRCCS, Rozzano, Milano, Italy.

Alessandra Vergori (A)

HIV/AIDS Department, National Institute for Infectious Diseases Lazzaro SpallanzaniIRCCS, Roma, Italy.

Walter Ageno (W)

Department of Medicine and Surgery, University of Insubria, Varese, Italy.

Antonella Agodi (A)

Department of Medical and Surgical Sciences and Advanced Technologies G.F. Ingrassia, University of Catania, AOU Policlinico G.Rodolico - San Marco, Catania, Italy.

Piergiuseppe Agostoni (P)

Centro Cardiologico Monzino IRCCS, Milano, Italy.
Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milano, Milan, Italy.

Luca Aiello (L)

UOC. Anestesia e Rianimazione, Dipartimento di Chirurgia Generale Ospedale Morgagni-Pierantoni, Forlì, Italy.

Samir Al Moghazi (S)

UOC Infezioni Sistemiche Dell'Immunodepresso, National Institute for Infectious Diseases L. Spallanzani IRCCS, Rome, Italy.

Rosa Arboretti (R)

Department of Civil Environmental and Architectural Engineering, University of Padova, Padova, Italy.

Filippo Aucella (F)

Fondazione I.R.C.C.S Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Foggia, Italy.

Greta Barbieri (G)

Department of Surgical Medical and Molecular Medicine and Critical Care, Azienda Ospedaliera Universitaria Pisana and University of Pisa, Pisa, Italy.

Martina Barchitta (M)

Department of Medical and Surgical Sciences and Advanced Technologies G.F. Ingrassia, University of Catania, Catania, Italy.

Paolo Bonfanti (P)

UOC Malattie Infettive, Ospedale San Gerardo, ASST Monza, Monza, Italy.
School of Medicine and Surgery, University of Milano-Bicocca, Milano, Italy.

Francesco Cacciatore (F)

Department of Translational Medical Sciences, University of Naples, Federico II, Naples, Italy.

Lucia Caiano (L)

Department of Medicine and Surgery, University of Insubria, Varese, Italy.

Francesco Cannata (F)

Humanitas Clinical and Research Hospital IRCCS, Rozzano, Milano, Italy.

Laura Carrozzi (L)

Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana and University of Pisa, Pisa, Italy.

Antonio Cascio (A)

Infectious and Tropical Diseases Unit- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE) - University of Palermo, Palermo, Italy.

Giacomo Castiglione (G)

Servizio di Anestesia e Rianimazione II UO Rianimazione Ospedale San Marco, AOU Policlinico G. Rodolico, San Marco, Catania, Italy.

Arturo Ciccullo (A)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.

Antonella Cingolani (A)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.
Università Cattolica Del Sacro Cuore- Dipartimento di Sicurezza e Bioetica Sede di Roma, Roma, Italy.

Francesco Cipollone (F)

Department of Medicine and Aging, Clinica Medica, "SS. Annunziata" Hospital and University of Chieti, Chieti, Italy.

Claudia Colomba (C)

Infectious and Tropical Diseases Unit- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (PROMISE) - University of Palermo, Palermo, Italy.

Crizia Colombo (C)

University of Eastern Piedmont, Maggiore Della Carità Hospital, Novara, Italy.

Annalisa Crisetti (A)

Fondazione I.R.C.C.S Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Foggia, Italy.

Francesca Crosta (F)

Department of Infectious Disease, Azienda Sanitaria Locale (AUSL) di Pescara, Pescara, Italy.

Gian Battista Danzi (GB)

Department of Cardiology, Ospedale di Cremona, Cremona, Italy.

Damiano D'Ardes (D)

Department of Medicine and Aging, Clinica Medica, "SS. Annunziata" Hospital and University of Chieti, Chieti, Italy.

Katleen de Gaetano Donati (K)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.
Università Cattolica Del Sacro Cuore- Dipartimento di Sicurezza e Bioetica Sede di Roma, Roma, Italy.

Francesco Di Gennaro (F)

Medical Direction IRCCS Neuromed, Pozzilli, Italy.

Giuseppe Di Tano (G)

Department of Cardiology, Ospedale di Cremona, Cremona, Italy.

Gianpiero D'Offizi (G)

UOC Malattie Infettive-Epatologia, National Institute for Infectious Diseases L. Spallanzani IRCCS, Roma, Italy.

Francesco Maria Fusco (FM)

UOC Infezioni Sistemiche e Dell'Immunodepresso, Azienda Ospedaliera Dei Colli Ospedale Cotugno, Napoli, Italy.

Carlo Gaudiosi (C)

ASL Napoli3 Sud COVID HOSPITAL, Boscotrecase, Napoli, Italy.

Ivan Gentile (I)

Department of Clinical Medicine and Surgery, University of Naples Federico II, Napoli, Italy.

Francesco Gianfagna (F)

Department of Medicine and Surgery, University of Insubria, Varese, Italy.

Gabriele Giuliano (G)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.

Emauele Graziani (E)

Medicina Interna, Ospedale di Ravenna, AUSL Della Romagna, Ravenna, Italy.

Gabriella Guarnieri (G)

Respiratory Pathophysiology Division, Department of Cardiologic, Thoracic and Vascular Sciences, University of Padova, Padova, Italy.

Valerio Langella (V)

UOC Medicina COVID- PO S. Maria di Loreto Nuovo, ASL Na 1 Centro, Napoli, Italy.

Giovanni Larizza (G)

COVID-19 Unit. EE Ospedale Regionale F. Miulli, Acquaviva Delle Fonti, Bari, Italy.

Armando Leone (A)

UOC di Pneumologia P.O. San Giuseppe Moscati, Taranto, Italy.

Gloria Maccagni (G)

Department of Cardiology, Ospedale di Cremona, Cremona, Italy.

Federica Magni (F)

Department of Medicine and Surgery, University of Insubria, Varese, Italy.

Stefano Maitan (S)

UOC. Anestesia e Rianimazione, Dipartimento di Chirurgia Generale Ospedale Morgagni-Pierantoni, Forlì, Italy.

Sandro Mancarella (S)

ASST Milano Nord - Ospedale Edoardo Bassini, Cinisello Balsamo, Italy.

Rosa Manuele (R)

U.O. C. Malattie Infettive e Tropicali, P.O. "San Marco" AOU Policlinico "G. Rodolico - San Marco", Catania, Italy.

Massimo Mapelli (M)

Centro Cardiologico Monzino IRCCS, Milano, Italy.
Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milano, Milan, Italy.

Riccardo Maragna (R)

Centro Cardiologico Monzino IRCCS, Milano, Italy.
Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milano, Milan, Italy.

Rossella Marcucci (R)

Department of Experimental and Clinical Medicine, University of Florence and Azienda Ospedaliero-Universitaria Careggi, Firenze, Italy.

Giulio Maresca (G)

UOC Medicina COVID- PO S. Maria di Loreto Nuovo, ASL Na 1 Centro, Napoli, Italy.

Silvia Marongiu (S)

Santissima Trinità di Cagliari, Cagliari, Italy.

Claudia Marotta (C)

Medical Direction IRCCS Neuromed, Pozzilli, Italy.

Lorenzo Marra (L)

UOC di Pneumologia P.O. San Giuseppe Moscati, Taranto, Italy.

Franco Mastroianni (F)

COVID-19 Unit. EE Ospedale Regionale F. Miulli, Acquaviva Delle Fonti, Bari, Italy.

Alessandro Mengozzi (A)

Department of Clinical and Experimental Medicine, Azienda Ospedaliera Universitaria Pisana University of Pisa, Pisa, Italy.

Marianna Meschiari (M)

Infectious Disease Unit, Department of Surgical, Medical Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.

Jovana Milic (J)

Infectious Disease Unit, Department of Surgical, Medical Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.

Filippo Minutolo (F)

Dipartimento di Farmacia, Università di Pisa, Pisa, Italy.

Roberta Mussinelli (R)

Department of Internal Medicine, University of Pavia, Pavia, Italy.

Cristina Mussini (C)

Infectious Disease Unit, Department of Surgical, Medical Dental and Morphological Sciences, University of Modena and Reggio Emilia, Modena, Italy.

Maria Musso (M)

UOC Malattie Infettive-Apparato Respiratorio, National Institute for Infectious Diseases L. Spallanzani IRCCS, Rome, Italy.

Anna Odone (A)

Università di Pavia, Pavia, Italy.

Marco Olivieri (M)

Computer Service, University of Molise, Campobasso, Italy.

Antonella Palimodde (A)

Santissima Trinità di Cagliari, Cagliari, Italy.

Emanuela Pasi (E)

Medicina Interna, Ospedale di Ravenna, AUSL Della Romagna, Ravenna, Italy.

Raffaele Pesavento (R)

Clinica Medica 3. Department of Medicine - DIMED, University Hospital of Padova, Padova, Italy.

Francesco Petri (F)

UOC Malattie Infettive, Ospedale San Gerardo, ASST Monza, Monza, Italy.

Carlo A Pivato (CA)

Humanitas Clinical and Research Hospital IRCCS, Rozzano, Milano, Italy.

Venerino Poletti (V)

UOC Pneumologia. Dipartimento di Malattie Apparato Respiratorio e Torace, Ospedale Morgagni-Pierantoni Forlì, Forlì, Italy.
Department of Respiratory Diseases & Allergy Aarhus University Hospital, Aarhus, Denmark.

Claudia Ravaglia (C)

UOC Pneumologia. Dipartimento di Malattie Apparato Respiratorio e Torace, Ospedale Morgagni-Pierantoni Forlì, Forlì, Italy.

Giulia Righetti (G)

COVID-19 Unit. EE Ospedale Regionale F. Miulli, Acquaviva Delle Fonti, Bari, Italy.

Andrea Rognoni (A)

University of Eastern Piedmont, Maggiore Della Carità Hospital, Novara, Italy.

Marco Rossato (M)

Clinica Medica 3. Department of Medicine - DIMED, University Hospital of Padova, Padova, Italy.

Ilaria Rossi (I)

Department of Medicine and Aging, Clinica Medica, "SS. Annunziata" Hospital and University of Chieti, Chieti, Italy.

Marianna Rossi (M)

UOC Malattie Infettive, Ospedale San Gerardo, ASST Monza, Monza, Italy.

Anna Sabena (A)

Emergency Department, IRCCS Policlinico San Matteo Foundation, Pavia, Italy.

Francesco Salinaro (F)

Emergency Department, IRCCS Policlinico San Matteo Foundation, Pavia, Italy.

Vincenzo Sangiovanni (V)

UOC Infezioni Sistemiche e Dell'Immunodepresso, Azienda Ospedaliera Dei Colli Ospedale Cotugno, Napoli, Italy.

Carlo Sanrocco (C)

Department of Infectious Disease, Azienda Sanitaria Locale (AUSL) di Pescara, Pescara, Italy.

Nicola Schiano Moriello (N)

Department of Clinical Medicine and Surgery, University of Naples Federico II, Napoli, Italy.

Laura Scorzolini (L)

UOC Malattie Infettive Ad Alta Intensità di Cura, National Institute for Infectious Diseases L. Spallanzani IRCCS, Rome, Italy.

Raffaella Sgariglia (R)

ASST Milano Nord - Ospedale Edoardo Bassini, Cinisello Balsamo, Italy.

Paola Giustina Simeone (PG)

Department of Infectious Disease, Azienda Sanitaria Locale (AUSL) di Pescara, Pescara, Italy.

Michele Spinicci (M)

Department of Experimental and Clinical Medicine, University of Florence and Azienda Ospedaliero-Universitaria Careggi, Firenze, Italy.

Enrica Tamburrini (E)

Fondazione Policlinico Universitario A. Gemelli IRCCS, Roma, Italy.

Carlo Torti (C)

Infectious and Tropical Diseases Unit, Deparment of Medical and Surgical Sciences, Magna Graecia University, Catanzaro, Italy.

Enrico Maria Trecarichi (EM)

Infectious and Tropical Diseases Unit, Deparment of Medical and Surgical Sciences, Magna Graecia University, Catanzaro, Italy.

Roberto Vettor (R)

Clinica Medica 3. Department of Medicine - DIMED, University Hospital of Padova, Padova, Italy.

Andrea Vianello (A)

Respiratory Pathophysiology Division, Department of Cardiologic, Thoracic and Vascular Sciences, University of Padova, Padova, Italy.

Marco Vinceti (M)

Section of Public Health, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena, Italy.
Department of Epidemiology, Boston University School of Public Health, Boston, USA.

Agostino Virdis (A)

Department of Clinical and Experimental Medicine, Azienda Ospedaliera Universitaria Pisana University of Pisa, Pisa, Italy.

Raffaele De Caterina (R)

Cardiovascular and Thoracic Department, Azienda Ospedaliero-Universitaria Pisana and University of Pisa, Pisa, Italy.

Licia Iacoviello (L)

Department of Epidemiology and Prevention, IRCCS Neuromed, Pozzilli, Italy.
Department of Medicine and Surgery, University of Insubria, Varese, Italy.

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