The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study.

<h4>Background</h4>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 re...

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Main Authors: Jovana Milic, Federico Banchelli, Marianna Meschiari, Erica Franceschini, Giacomo Ciusa, Licia Gozzi, Sara Volpi, Matteo Faltoni, Giacomo Franceschi, Vittorio Iadisernia, Dina Yaacoub, Giovanni Dolci, Erica Bacca, Carlotta Rogati, Marco Tutone, Giulia Burastero, Alessandro Raimondi, Marianna Menozzi, Gianluca Cuomo, Luca Corradi, Gabriella Orlando, Antonella Santoro, Margherita Digaetano, Cinzia Puzzolante, Federica Carli, Andrea Bedini, Stefano Busani, Massimo Girardis, Andrea Cossarizza, Rossella Miglio, Cristina Mussini, Giovanni Guaraldi, Roberto D'Amico
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2021-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0251378
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spelling doaj-76ab53450bd9487d864e78499269fdff2021-08-18T04:30:38ZengPublic Library of Science (PLoS)PLoS ONE1932-62032021-01-01168e025137810.1371/journal.pone.0251378The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study.Jovana MilicFederico BanchelliMarianna MeschiariErica FranceschiniGiacomo CiusaLicia GozziSara VolpiMatteo FaltoniGiacomo FranceschiVittorio IadiserniaDina YaacoubGiovanni DolciErica BaccaCarlotta RogatiMarco TutoneGiulia BurasteroAlessandro RaimondiMarianna MenozziGianluca CuomoLuca CorradiGabriella OrlandoAntonella SantoroMargherita DigaetanoCinzia PuzzolanteFederica CarliAndrea BediniStefano BusaniMassimo GirardisAndrea CossarizzaRossella MiglioCristina MussiniGiovanni GuaraldiRoberto D'Amico<h4>Background</h4>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.<h4>Methods</h4>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.<h4>Results</h4>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.<h4>Conclusion</h4>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.https://doi.org/10.1371/journal.pone.0251378
collection DOAJ
language English
format Article
sources DOAJ
author Jovana Milic
Federico Banchelli
Marianna Meschiari
Erica Franceschini
Giacomo Ciusa
Licia Gozzi
Sara Volpi
Matteo Faltoni
Giacomo Franceschi
Vittorio Iadisernia
Dina Yaacoub
Giovanni Dolci
Erica Bacca
Carlotta Rogati
Marco Tutone
Giulia Burastero
Alessandro Raimondi
Marianna Menozzi
Gianluca Cuomo
Luca Corradi
Gabriella Orlando
Antonella Santoro
Margherita Digaetano
Cinzia Puzzolante
Federica Carli
Andrea Bedini
Stefano Busani
Massimo Girardis
Andrea Cossarizza
Rossella Miglio
Cristina Mussini
Giovanni Guaraldi
Roberto D'Amico
spellingShingle Jovana Milic
Federico Banchelli
Marianna Meschiari
Erica Franceschini
Giacomo Ciusa
Licia Gozzi
Sara Volpi
Matteo Faltoni
Giacomo Franceschi
Vittorio Iadisernia
Dina Yaacoub
Giovanni Dolci
Erica Bacca
Carlotta Rogati
Marco Tutone
Giulia Burastero
Alessandro Raimondi
Marianna Menozzi
Gianluca Cuomo
Luca Corradi
Gabriella Orlando
Antonella Santoro
Margherita Digaetano
Cinzia Puzzolante
Federica Carli
Andrea Bedini
Stefano Busani
Massimo Girardis
Andrea Cossarizza
Rossella Miglio
Cristina Mussini
Giovanni Guaraldi
Roberto D'Amico
The impact of tocilizumab on respiratory support states transition and clinical outcomes in COVID-19 patients. A Markov model multi-state study.
PLoS ONE
author_facet Jovana Milic
Federico Banchelli
Marianna Meschiari
Erica Franceschini
Giacomo Ciusa
Licia Gozzi
Sara Volpi
Matteo Faltoni
Giacomo Franceschi
Vittorio Iadisernia
Dina Yaacoub
Giovanni Dolci
Erica Bacca
Carlotta Rogati
Marco Tutone
Giulia Burastero
Alessandro Raimondi
Marianna Menozzi
Gianluca Cuomo
Luca Corradi
Gabriella Orlando
Antonella Santoro
Margherita Digaetano
Cinzia Puzzolante
Federica Carli
Andrea Bedini
Stefano Busani
Massimo Girardis
Andrea Cossarizza
Rossella Miglio
Cristina Mussini
Giovanni Guaraldi
Roberto D'Amico
author_sort Jovana Milic
title 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_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_sort impact of tocilizumab on respiratory support states transition and clinical outcomes in covid-19 patients. a markov model multi-state study.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2021-01-01
description <h4>Background</h4>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.<h4>Methods</h4>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.<h4>Results</h4>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.<h4>Conclusion</h4>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.
url https://doi.org/10.1371/journal.pone.0251378
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