Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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
_version_ 1783737758375739392
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
work_keys_str_mv AT milicjovana theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT banchellifederico theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT meschiarimarianna theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT franceschinierica theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT ciusagiacomo theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT gozzilicia theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT volpisara theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT faltonimatteo theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT franceschigiacomo theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT iadiserniavittorio theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT yaacoubdina theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT dolcigiovanni theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT baccaerica theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT rogaticarlotta theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT tutonemarco theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT burasterogiulia theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT raimondialessandro theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT menozzimarianna theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT cuomogianluca theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT corradiluca theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT orlandogabriella theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT santoroantonella theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT digaetanomargherita theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT puzzolantecinzia theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT carlifederica theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT bediniandrea theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT busanistefano theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT girardismassimo theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT cossarizzaandrea theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT migliorossella theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT mussinicristina theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT guaraldigiovanni theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT damicoroberto theimpactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT milicjovana impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT banchellifederico impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT meschiarimarianna impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT franceschinierica impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT ciusagiacomo impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT gozzilicia impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT volpisara impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT faltonimatteo impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT franceschigiacomo impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT iadiserniavittorio impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT yaacoubdina impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT dolcigiovanni impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT baccaerica impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT rogaticarlotta impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT tutonemarco impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT burasterogiulia impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT raimondialessandro impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT menozzimarianna impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT cuomogianluca impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT corradiluca impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT orlandogabriella impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT santoroantonella impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT digaetanomargherita impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT puzzolantecinzia impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT carlifederica impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT bediniandrea impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT busanistefano impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT girardismassimo impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT cossarizzaandrea impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT migliorossella impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT mussinicristina impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT guaraldigiovanni impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy
AT damicoroberto impactoftocilizumabonrespiratorysupportstatestransitionandclinicaloutcomesincovid19patientsamarkovmodelmultistatestudy