1. Disentangling the Association of Hydroxychloroquine Treatment with Mortality in Covid-19 Hospitalized Patients through Hierarchical Clustering
- Author
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Anna Sabena, Gabriele Giuliano, Raffaele Bruno, Francesco Cacciatore, Carlo Torti, Silvia Marongiu, Gloria Maccagni, Claudia Marotta, Giovanni Larizza, Francesco Petri, Massimo Mapelli, Giulio Maresca, Giulia Righetti, Alessandra Vergori, Ilaria Rossi, Damiano D'Ardes, Nicola Schiano Moriello, Ivan Gentile, Enrica Tamburrini, Luca Aiello, Piergiuseppe Agostoni, Antonio Cascio, Jovana Milic, Carlo Andrea Pivato, Agostino Virdis, Stefano Maitan, Francesco Cannata, Simona Costanzo, Carlo Signorelli, Franco Mastroianni, Federica Magni, Crizia Colombo, Giulio G. Stefanini, Lucia Caiano, Francesca Crosta, Lorenzo Marra, Giuseppe Patti, Katleen de Gaetano Donati, Valerio Langella, Annalisa Crisetti, Filippo Aucella, Antonella Cingolani, Francesco Salinaro, Augusto Di Castelnuovo, Giacomo Castiglione, Alessandro Gialluisi, Anna Odone, Cristina Mussini, Samir Al Moghazi, Lorenzo Blandi, Maria Musso, Marialaura Bonaccio, Raffaele De Caterina, Marco Olivieri, Roberto Cauda, Emanuela Pasi, Arturo Ciccullo, Stefano Perlini, Claudia Colomba, Antonella Palimodde, Gianpiero D'Offizi, Marco G. Mennuni, Walter Ageno, Raffaele Pesavento, Rosa Manuele, Roberta Mussinelli, Vincenzo Sangiovanni, Paolo Bonfanti, Andrea Antinori, Francesco Gianfagna, Andrea Rognoni, Laura Scorzolini, Riccardo Maragna, Rossella Marcucci, Filippo Minutolo, Armando Leone, Giustino Parruti, Licia Iacoviello, Lorenzo Menicanti, Sandro Mancarella, Rosa Arboretti, Greta Barbieri, Carlo Gaudiosi, Marco Rossato, Claudia Ravaglia, Andrea Vianello, Marianna Rossi, Emauele Graziani, Martina Barchitta, Giovanni Guaraldi, Enrico Maria Trecarichi, Gian Battista Danzi, Francesco Cipollone, Carlo Sanrocco, Marco Vinceti, Francesca Santilli, Marianna Meschiari, Gabriella Guarnieri, Antonella Agodi, Roberto Vettor, Raffaella Sgariglia, Ilaria My, Francesco Di Gennaro, Alessandro Mengozzi, Giuseppe Di Tano, Laura Carrozzi, Michele Spinicci, Venerino Poletti, Paola Simeone, Nausicaa Berselli, Francesco Maria Fusco, Di Castelnuovo A., Gialluisi A., Antinori A., Berselli N., Blandi L., Bonaccio M., Bruno R., Cauda R., Costanzo S., Guaraldi G., Menicanti L., Mennuni M., My I., Parruti G., Patti G., Perlini S., Santilli F., Signorelli C., Stefanini G., Vergori A., Ageno W., Agodi A., Agostoni P., Aiello L., Moghazi S.A., Arboretti R., Aucella F., Barbieri G., Barchitta M., Bonfanti P., Cacciatore F., Caiano L., Cannata F., Carrozzi L., Cascio A., Castiglione G., Cicullo A., Cingolani A., Cipollone F., Colomba C., Colombo C., Crisetti A., Crosta F., Danzi G.B., D'Ardes D., de Gaetano Donati K., Di Gennaro F., Di Tano G., D'Offizi G., Fusco F.M., Gaudiosi C., Gentile I., Gianfagna F., Giuliano G., Graziani E., Guarnieri G., Langella V., Larizza G., Leone A., Maccagni G., Magni F., Maitan S., Mancarella S., Manuele R., Mapelli M., Maragna R., Marcucci R., Maresca G., Marongiu S., Marotta C., Marra L., Mastroianni F., Mengozzi A., Meschiari M., Milic J., Minutolo F., Mussinelli R., Mussini C., Musso M., Odone A., Olivieri M., Palimodde A., Pasi E., Pesavento R., Petri F., Pivato C.A., Poletti V., Ravaglia C., Righetti G., Rognoni A., Rossato M., Rossi I., Rossi M., Sabena A., Salinaro F., Sangiovanni V., Sanrocco C., Moriello N.S., Scorzolini L., Sgariglia R., Simeone P.G., Spinicci M., Tamburrini E., Torti C., Trecarichi E.M., Vettor R., Vianello A., Vinceti M., Virdis A., de Caterina R., Iacoviello L., Di Castelnuovo, A, Gialluisi, A, Antinori, A, Berselli, N, Blandi, L, Bonaccio, M, Bruno, R, Cauda, R, Costanzo, S, Guaraldi, G, Menicanti, L, Mennuni, M, My, I, Parruti, G, Patti, G, Perlini, S, Santilli, F, Signorelli, C, Stefanini, G, Vergori, A, Ageno, W, Agodi, A, Agostoni, P, Aiello, L, Al Moghazi, S, Arboretti, R, Aucella, F, Barbieri, G, Barchitta, M, Bonfanti, P, Cacciatore, F, Caiano, L, Cannata, F, Carrozzi, L, Cascio, A, Castiglione, G, Cicullo, A, Cingolani, A, Cipollone, F, Colomba, C, Colombo, C, Crisetti, A, Crosta, F, Danzi, G, D'Ardes, D, de Gaetano Donati, K, Di Gennaro, F, Di Tano, G, D'Offizi, G, Fusco, F, Gaudiosi, C, Gentile, I, Gianfagna1, F, Giuliano, G, Graziani, E, Guarnieri, G, Langella, V, Larizza, G, Leone, A, Maccagni, G, Magni, F, Maitan, S, Mancarella, S, Manuele, R, Mapelli, M, Maragna, R, Marcucci, R, Maresca, G, Marongiu, S, Marotta, C, Marra, L, Mastroianni, F, Mengozzi, A, Meschiari, M, Milic, J, Minutolo, F, Mussinelli, R, Mussini, C, Musso, M, Odone, A, Olivieri, M, Palimodde, A, Pasi, E, Pesavento, R, Petri, F, Pivato, C, Poletti, V, Ravaglia, C, Righetti, G, Rognoni, A, Rossato, M, Rossi, I, Rossi, M, Sabena, A, Salinaro, F, Sangiovanni, V, Sanrocco, C, Schiano Moriello, N, Scorzolini, L, Sgariglia, R, Simeone, P, Spinicci, M, Tamburrini, E, Torti, C, Trecarichi, E, Vettor, R, Vianello, A, Vinceti, M, Virdis, A, De Caterina, R, Iacoviello, L, Di Castelnuovo, A., Gialluisi, A., Antinori, A., Berselli, N., Blandi, L., Bonaccio, M., Bruno, R., Cauda, R., Costanzo, S., Guaraldi, G., Menicanti, L., Mennuni, M., My, I., Parruti, G., Patti, G., Perlini, S., Santilli, F., Signorelli, C., Stefanini, G., Vergori, A., Ageno, W., Agodi, A., Agostoni, P., Aiello, L., Moghazi, S. A., Arboretti, R., Aucella, F., Barbieri, G., Barchitta, M., Bonfanti, P., Cacciatore, F., Caiano, L., Cannata, F., Carrozzi, L., Cascio, A., Castiglione, G., Cicullo, A., Cingolani, A., Cipollone, F., Colomba, C., Colombo, C., Crisetti, A., Crosta, F., Danzi, G. B., D’Ardes, D., de Gaetano Donati, K., Di Gennaro, F., Di Tano, G., D’Offizi, G., Fusco, F. M., Gaudiosi, C., Gentile, I., Gianfagna, F., Giuliano, G., Graziani, E., Guarnieri, G., Langella, V., Larizza, G., Leone, A., Maccagni, G., Magni, F., Maitan, S., Mancarella, S., Manuele, R., Mapelli, M., Maragna, R., Marcucci, R., Maresca, G., Marongiu, S., Marotta, C., Marra, L., Mastroianni, F., Mengozzi, A., Meschiari, M., Milic, J., Minutolo, F., Mussinelli, R., Mussini, C., Musso, M., Odone, A., Olivieri, M., Palimodde, A., Pasi, E., Pesavento, R., Petri, F., Pivato, C. A., Poletti, V., Ravaglia, C., Righetti, G., Rognoni, A., Rossato, M., Rossi, I., Rossi, M., Sabena, A., Salinaro, F., Sangiovanni, V., Sanrocco, C., Moriello, N. S., Scorzolini, L., Sgariglia, R., Simeone, P. G., Spinicci, M., Tamburrini, E., Torti, C., Trecarichi, E. M., Vettor, R., Vianello, A., Vinceti, M., Virdis, A., de Caterina, R., and Iacoviello, L.
- Subjects
Male ,Medicine (General) ,Antimalarial ,030204 cardiovascular system & hematology ,Severity of Illness Index ,Hospital Mortality ,0302 clinical medicine ,Retrospective Studie ,80 and over ,Cluster Analysis ,030212 general & internal medicine ,Aged ,Aged, 80 and over ,Antimalarials ,COVID-19 ,Female ,Humans ,Hydroxychloroquine ,Italy ,Middle Aged ,Retrospective Studies ,SARS-CoV-2 ,Treatment Outcome ,Biotechnology ,medicine.drug ,Research Article ,medicine.medical_specialty ,Article Subject ,Biomedical Engineering ,Renal function ,Health Informatics ,03 medical and health sciences ,R5-920 ,Internal medicine ,Diabetes mellitus ,Severity of illness ,medicine ,Medical technology ,R855-855.5 ,Cluster Analysi ,business.industry ,Cancer ,Retrospective cohort study ,medicine.disease ,Obesity ,COVID-19 Drug Treatment ,Surgery ,Observational study ,business - Abstract
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 ( p < 0.001 ). This was driven by a differential association of HCQ with mortality between the high (0.89[0.65-1.22]) and the low risk cluster (0.46[0.39-0.54]). These effects survived adjustments for additional medications in use and were concordant with associations with disease severity and outcome. These findings suggest a particularly beneficial effect of HCQ within low risk Covid-19 patients and may contribute to clarifying the current controversy on HCQ efficacy in Covid-19 treatment.
- Published
- 2021
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