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The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study
BACKGROUND: The benefit of tocilizumab on mortality and time to recovery in people with severe COVID pneumonia may depend on appropriate timing. The objective was to estimate the impact of tocilizumab administration on switching respiratory support states, mortality and time to recovery. METHODS: In...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8360516/ https://www.ncbi.nlm.nih.gov/pubmed/34383784 http://dx.doi.org/10.1371/journal.pone.0251378 |
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author | Milic, Jovana Banchelli, Federico Meschiari, Marianna Franceschini, Erica Ciusa, Giacomo Gozzi, Licia Volpi, Sara Faltoni, Matteo Franceschi, Giacomo Iadisernia, Vittorio Yaacoub, Dina Dolci, Giovanni Bacca, Erica Rogati, Carlotta Tutone, Marco Burastero, Giulia Raimondi, Alessandro Menozzi, Marianna Cuomo, Gianluca Corradi, Luca Orlando, Gabriella Santoro, Antonella Digaetano, Margherita Puzzolante, Cinzia Carli, Federica Bedini, Andrea Busani, Stefano Girardis, Massimo Cossarizza, Andrea Miglio, Rossella Mussini, Cristina Guaraldi, Giovanni D’Amico, Roberto |
author_facet | Milic, Jovana Banchelli, Federico Meschiari, Marianna Franceschini, Erica Ciusa, Giacomo Gozzi, Licia Volpi, Sara Faltoni, Matteo Franceschi, Giacomo Iadisernia, Vittorio Yaacoub, Dina Dolci, Giovanni Bacca, Erica Rogati, Carlotta Tutone, Marco Burastero, Giulia Raimondi, Alessandro Menozzi, Marianna Cuomo, Gianluca Corradi, Luca Orlando, Gabriella Santoro, Antonella Digaetano, Margherita Puzzolante, Cinzia Carli, Federica Bedini, Andrea Busani, Stefano Girardis, Massimo Cossarizza, Andrea Miglio, Rossella Mussini, Cristina Guaraldi, Giovanni D’Amico, Roberto |
author_sort | Milic, Jovana |
collection | PubMed |
description | BACKGROUND: The benefit of tocilizumab on mortality and time to recovery in people with severe COVID pneumonia may depend on appropriate timing. The objective was to estimate the impact of tocilizumab administration on switching respiratory support states, mortality and time to recovery. METHODS: In an observational study, a continuous-time Markov multi-state model was used to describe the sequence of respiratory support states including: no respiratory support (NRS), oxygen therapy (OT), non-invasive ventilation (NIV) or invasive mechanical ventilation (IMV), OT in recovery, NRS in recovery. RESULTS: Two hundred seventy-one consecutive adult patients were included in the analyses contributing to 695 transitions across states. The prevalence of patients in each respiratory support state was estimated with stack probability plots, comparing people treated with and without tocilizumab since the beginning of the OT state. A positive effect of tocilizumab on the probability of moving from the invasive and non-invasive mechanical NIV/IMV state to the OT in recovery state (HR = 2.6, 95% CI = 1.2–5.2) was observed. Furthermore, a reduced risk of death was observed in patients in NIV/IMV (HR = 0.3, 95% CI = 0.1–0.7) or in OT (HR = 0.1, 95% CI = 0.0–0.8) treated with tocilizumab. CONCLUSION: To conclude, we were able to show the positive impact of tocilizumab used in different disease stages depicted by respiratory support states. The use of the multi-state Markov model allowed to harmonize the heterogeneous mortality and recovery endpoints and summarize results with stack probability plots. This approach could inform randomized clinical trials regarding tocilizumab, support disease management and hospital decision making. |
format | Online Article Text |
id | pubmed-8360516 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-83605162021-08-13 The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study Milic, Jovana Banchelli, Federico Meschiari, Marianna Franceschini, Erica Ciusa, Giacomo Gozzi, Licia Volpi, Sara Faltoni, Matteo Franceschi, Giacomo Iadisernia, Vittorio Yaacoub, Dina Dolci, Giovanni Bacca, Erica Rogati, Carlotta Tutone, Marco Burastero, Giulia Raimondi, Alessandro Menozzi, Marianna Cuomo, Gianluca Corradi, Luca Orlando, Gabriella Santoro, Antonella Digaetano, Margherita Puzzolante, Cinzia Carli, Federica Bedini, Andrea Busani, Stefano Girardis, Massimo Cossarizza, Andrea Miglio, Rossella Mussini, Cristina Guaraldi, Giovanni D’Amico, Roberto PLoS One Research Article BACKGROUND: The benefit of tocilizumab on mortality and time to recovery in people with severe COVID pneumonia may depend on appropriate timing. The objective was to estimate the impact of tocilizumab administration on switching respiratory support states, mortality and time to recovery. METHODS: In an observational study, a continuous-time Markov multi-state model was used to describe the sequence of respiratory support states including: no respiratory support (NRS), oxygen therapy (OT), non-invasive ventilation (NIV) or invasive mechanical ventilation (IMV), OT in recovery, NRS in recovery. RESULTS: Two hundred seventy-one consecutive adult patients were included in the analyses contributing to 695 transitions across states. The prevalence of patients in each respiratory support state was estimated with stack probability plots, comparing people treated with and without tocilizumab since the beginning of the OT state. A positive effect of tocilizumab on the probability of moving from the invasive and non-invasive mechanical NIV/IMV state to the OT in recovery state (HR = 2.6, 95% CI = 1.2–5.2) was observed. Furthermore, a reduced risk of death was observed in patients in NIV/IMV (HR = 0.3, 95% CI = 0.1–0.7) or in OT (HR = 0.1, 95% CI = 0.0–0.8) treated with tocilizumab. CONCLUSION: To conclude, we were able to show the positive impact of tocilizumab used in different disease stages depicted by respiratory support states. The use of the multi-state Markov model allowed to harmonize the heterogeneous mortality and recovery endpoints and summarize results with stack probability plots. This approach could inform randomized clinical trials regarding tocilizumab, support disease management and hospital decision making. Public Library of Science 2021-08-12 /pmc/articles/PMC8360516/ /pubmed/34383784 http://dx.doi.org/10.1371/journal.pone.0251378 Text en © 2021 Milic et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Milic, Jovana Banchelli, Federico Meschiari, Marianna Franceschini, Erica Ciusa, Giacomo Gozzi, Licia Volpi, Sara Faltoni, Matteo Franceschi, Giacomo Iadisernia, Vittorio Yaacoub, Dina Dolci, Giovanni Bacca, Erica Rogati, Carlotta Tutone, Marco Burastero, Giulia Raimondi, Alessandro Menozzi, Marianna Cuomo, Gianluca Corradi, Luca Orlando, Gabriella Santoro, Antonella Digaetano, Margherita Puzzolante, Cinzia Carli, Federica Bedini, Andrea Busani, Stefano Girardis, Massimo Cossarizza, Andrea Miglio, Rossella Mussini, Cristina Guaraldi, Giovanni D’Amico, Roberto The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title | The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title_full | The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title_fullStr | The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title_full_unstemmed | The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title_short | The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study |
title_sort | impact of tocilizumab on respiratory support states transition and clinical outcomes in covid-19 patients. a markov model multi-state study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8360516/ https://www.ncbi.nlm.nih.gov/pubmed/34383784 http://dx.doi.org/10.1371/journal.pone.0251378 |
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